ProgettoLampedusa
Lampedusa_Group
2023-12-22
##I Rimbalzi Nel Basket
Con questo report ci siamo interessati allo
studio di un modello lienare predittivo per le vittorie, basato sul
numero di rimbalzi annuali effettuati dalle squadre nel campionato
NBA.
vengono prese in considerazione solo le squadre con almeno 82 partite disputate, con riferimento agli anni dal 1976 al 2011.
vengono prese in considerazione solo le squadre con almeno 82 partite disputate, con riferimento agli anni dal 1976 al 2011.
La previsione del modello lineare e’ basata
sull’uso di coefficienti ideati per essere il piu possibile
significativi e conforme alla nostra idea di incidenza sulle vittorie di
certe variabili riespetto ad altre.
I dettagli su come eseguire il programma e
utilizzare la funzione predittiva si trovano direttamente di seguito,
assieme al processo di realizzazione e verifica del modello
stesso.
library(here)
library(corrplot)
library(nortest)
library(lmtest)
library(car)
library(plotly)
library(heatmaply)
library(ggheatmap)
library(ggplot2)
library(viridis)
library(glmnet)
library(highcharter)
library(reshape2)
library(RColorBrewer)
library(tidyr)
library(dplyr)
knitr::opts_knit$set(root.dir = here("0_Materiale"))Progetto numero 5
NBA moderna (1976-2011): VARIABILE DIPENDENTE: numero di vittorie in stagione COVARIATE: tutte le altre (o uno specifico insieme di queste, in base all’obiettivo di analisi) Considerare solo le squadre che hanno giocato 82 partite (dataset$games==82)
INIZIALIZZAZIONE DATI E GRAFICI DATI
dataset <- read.delim("basketball_teams.txt") # andiamo a leggere il database fornito
FIRST <- 1976 # primo anno del range da considerare per lo studio
LAST <- 2011 # ultimo anno del range da considerare per lo studio
df <- dataset [dataset$lgID=="NBA" & dataset$year >= FIRST & dataset$year <= LAST & dataset$games==82,]
dataset$lgID <- as.factor(dataset$lgID) # perchè mi permettono di poter generare variabili dummy
summary(df)## year lgID tmID franchID
## Min. :1976 Length:841 Length:841 Length:841
## 1st Qu.:1985 Class :character Class :character Class :character
## Median :1993 Mode :character Mode :character Mode :character
## Mean :1993
## 3rd Qu.:2001
## Max. :2008
## confID divID rank confRank
## Length:841 Length:841 Min. :0.000 Min. : 1.000
## Class :character Class :character 1st Qu.:2.000 1st Qu.: 4.000
## Mode :character Mode :character Median :3.000 Median : 7.000
## Mean :3.565 Mean : 7.164
## 3rd Qu.:5.000 3rd Qu.:10.000
## Max. :8.000 Max. :15.000
## playoff name o_fgm o_fga
## Length:841 Length:841 Min. :2565 Min. :5972
## Class :character Class :character 1st Qu.:2981 1st Qu.:6592
## Mode :character Mode :character Median :3220 Median :6903
## Mean :3239 Mean :6941
## 3rd Qu.:3489 3rd Qu.:7253
## Max. :3980 Max. :8868
## o_ftm o_fta o_3pm o_3pa o_oreb
## Min. :1189 Min. :1475 Min. : 0.0 Min. : 0.0 Min. : 720
## 1st Qu.:1523 1st Qu.:2039 1st Qu.: 78.0 1st Qu.: 293.0 1st Qu.: 974
## Median :1649 Median :2201 Median :283.0 Median : 814.0 Median :1083
## Mean :1666 Mean :2212 Mean :279.1 Mean : 804.6 Mean :1086
## 3rd Qu.:1797 3rd Qu.:2371 3rd Qu.:445.0 3rd Qu.:1267.0 3rd Qu.:1191
## Max. :2388 Max. :3051 Max. :837.0 Max. :2283.0 Max. :1520
## o_dreb o_reb o_asts o_pf o_stl
## Min. :2044 Min. :2922 Min. :1422 Min. :1476 Min. : 455.0
## 1st Qu.:2348 1st Qu.:3381 1st Qu.:1760 1st Qu.:1777 1st Qu.: 613.0
## Median :2433 Median :3506 Median :1934 Median :1900 Median : 671.0
## Mean :2434 Mean :3520 Mean :1934 Mean :1909 Mean : 681.3
## 3rd Qu.:2527 3rd Qu.:3647 3rd Qu.:2094 3rd Qu.:2033 3rd Qu.: 746.0
## Max. :2966 Max. :4216 Max. :2575 Max. :2470 Max. :1059.0
## o_to o_blk o_pts d_fgm d_fga
## Min. : 910 Min. :204.0 Min. : 6901 Min. :2488 Min. :5638
## 1st Qu.:1207 1st Qu.:360.0 1st Qu.: 7958 1st Qu.:2978 1st Qu.:6593
## Median :1311 Median :411.0 Median : 8404 Median :3243 Median :6911
## Mean :1338 Mean :421.8 Mean : 8423 Mean :3239 Mean :6941
## 3rd Qu.:1443 3rd Qu.:473.0 3rd Qu.: 8879 3rd Qu.:3493 3rd Qu.:7268
## Max. :2011 Max. :716.0 Max. :10371 Max. :4265 Max. :8142
## d_ftm d_fta d_3pm d_3pa d_oreb
## Min. :1217 Min. : 0.0 Min. : 0.0 Min. :1579 Min. : 745
## 1st Qu.:1514 1st Qu.: 82.0 1st Qu.: 282.0 1st Qu.:2033 1st Qu.: 986
## Median :1648 Median :280.0 Median : 836.0 Median :2203 Median :1095
## Mean :1666 Mean :279.1 Mean : 804.6 Mean :2212 Mean :1086
## 3rd Qu.:1808 3rd Qu.:446.0 3rd Qu.:1251.0 3rd Qu.:2395 3rd Qu.:1177
## Max. :2377 Max. :683.0 Max. :1768.0 Max. :3071 Max. :1495
## d_dreb d_reb d_asts d_pf d_stl
## Min. :2012 Min. :2976 Min. :1336 Min. :1434 Min. :461.0
## 1st Qu.:2326 1st Qu.:3378 1st Qu.:1778 1st Qu.:1788 1st Qu.:623.0
## Median :2431 Median :3497 Median :1939 Median :1900 Median :677.0
## Mean :2434 Mean :3520 Mean :1934 Mean :1909 Mean :681.3
## 3rd Qu.:2529 3rd Qu.:3653 3rd Qu.:2092 3rd Qu.:2020 3rd Qu.:734.0
## Max. :3067 Max. :4309 Max. :2537 Max. :2453 Max. :955.0
## d_to d_blk d_pts o_tmRebound d_tmRebound
## Min. : 949 Min. :264.0 Min. : 6909 Min. :0 Min. :0
## 1st Qu.:1208 1st Qu.:380.0 1st Qu.: 7968 1st Qu.:0 1st Qu.:0
## Median :1304 Median :419.0 Median : 8453 Median :0 Median :0
## Mean :1338 Mean :421.8 Mean : 8423 Mean :0 Mean :0
## 3rd Qu.:1444 3rd Qu.:460.0 3rd Qu.: 8841 3rd Qu.:0 3rd Qu.:0
## Max. :1980 Max. :654.0 Max. :10723 Max. :0 Max. :0
## homeWon homeLost awayWon awayLost neutWon
## Min. : 6.00 Min. : 1.00 Min. : 1.00 Min. : 8.00 Min. :0
## 1st Qu.:21.00 1st Qu.:10.00 1st Qu.:10.00 1st Qu.:21.00 1st Qu.:0
## Median :26.00 Median :15.00 Median :15.00 Median :26.00 Median :0
## Mean :25.63 Mean :15.37 Mean :15.37 Mean :25.63 Mean :0
## 3rd Qu.:31.00 3rd Qu.:20.00 3rd Qu.:20.00 3rd Qu.:31.00 3rd Qu.:0
## Max. :40.00 Max. :35.00 Max. :33.00 Max. :40.00 Max. :0
## neutLoss confWon confLoss divWon divLoss
## Min. :0 Min. : 5.00 Min. : 7.00 Min. : 1.00 Min. : 1.00
## 1st Qu.:0 1st Qu.:20.00 1st Qu.:20.00 1st Qu.: 8.00 1st Qu.: 9.00
## Median :0 Median :27.00 Median :26.00 Median :12.00 Median :12.00
## Mean :0 Mean :26.91 Mean :26.91 Mean :12.27 Mean :12.27
## 3rd Qu.:0 3rd Qu.:34.00 3rd Qu.:33.00 3rd Qu.:16.00 3rd Qu.:16.00
## Max. :0 Max. :48.00 Max. :52.00 Max. :25.00 Max. :27.00
## pace won lost games min
## Min. : 0.00 Min. :11 Min. :10 Min. :82 Min. :19680
## 1st Qu.: 0.00 1st Qu.:31 1st Qu.:32 1st Qu.:82 1st Qu.:19780
## Median : 0.00 Median :42 Median :40 Median :82 Median :19805
## Mean : 6.71 Mean :41 Mean :41 Mean :82 Mean :19817
## 3rd Qu.: 0.00 3rd Qu.:50 3rd Qu.:51 3rd Qu.:82 3rd Qu.:19855
## Max. :102.00 Max. :72 Max. :71 Max. :82 Max. :20080
## arena attendance bbtmID
## Length:841 Min. : 0 Length:841
## Class :character 1st Qu.:32767 Class :character
## Mode :character Median :32767 Mode :character
## Mean :32728
## 3rd Qu.:32767
## Max. :32767#STUDIO DATI RELATIVI AI RIMBALZI
# o_oreb = Rimbalzi ottenuti in attacco
# o_dreb = Rimbalzi subiti in attacco
# o_reb = totale rimbalzi in attacco
# d_oreb = Rimbalzi subiti in difesa
# d_dreb = Rimbalzi ottenuti in difesa
# d_reb = totale rimbalzi in difesa
df_reb <- subset(df, select = c("o_oreb", "o_dreb", "o_reb", "d_oreb", "d_dreb", "d_reb", "won"))
par(mfrow = c(2, 3)) # Imposta il layout a 2 righe e 3 colonne
for (variables in 1:(dim(df_reb)[2]-1)){
thisvar = df_reb[,variables]
d <- density(thisvar)
xmin <- floor(min(thisvar))
xmax <- ceiling(max(thisvar))
# Crea il plot della densità con stile accattivante
plot(d, main = names(df_reb)[variables], xlab = "", col = "skyblue", lwd = 1, xlim = c(xmin, xmax), ylim = c(0, max(d$y)*1.1))
# Aggiungi la distribuzione normale teorica ideale in rosso
x <- seq(xmin, xmax, length = 100)
lines(x, dnorm(x, mean = mean(thisvar), sd = sd(thisvar)), col = "red", lwd = 1)
# Aggiungi griglia per migliorare la leggibilità
grid()
}
# Aggiungi titolo
title("Density plots with Normal Distribution", line = -17, cex.main = 2, outer = TRUE)
#GRAFICO INTUITIVO DA TESTARE
# Imposta il layout a 2 righe e 3 colonne
#par(mfrow = c(2, 3))
# Lista per salvare i plot interattivi
#plot_list <- list()
#for (variables in 1:(dim(df_reb)[2])) {
# thisvar <- df_reb[, variables]
# d <- density(thisvar)
# xmin <- floor(min(thisvar))
# xmax <- ceiling(max(thisvar))
# Crea il plot della densità con plot_ly
# p <- plot_ly(x = d$x, y = d$y, type = "scatter", mode = "lines", line = list(color = "skyblue", width = 1),
# name = names(df_reb)[variables]) %>%
# add_trace(x = x, y = dnorm(x, mean = mean(thisvar), sd = sd(thisvar)), type = "scatter", mode = "lines",
# line = list(color = "red", width = 1), name = "Normal Distribution") %>%
# layout(title = names(df_reb)[variables])
# Aggiungi il plot alla lista
# plot_list[[variables]] <- p
#}
# Aggiungi titolo
#title("Density plots with Normal Distribution", line = -17, cex.main = 2, outer = TRUE)
# Visualizza i plot interattivi
#subplot(plot_list)
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>>>>>>> 04656a9c7b2908a8accb897f0fcd10c3de814acd
#verifica della presenza zeri nel dataset
print(paste("Percentage non-zero o_oreb: ",round(length(which(df_reb$o_oreb>0)) /dim(df_reb)[1]*100,2)))## [1] "Percentage non-zero o_oreb: 100"print(paste("Percentage non-zero o_dreb: ",round(length(which(df_reb$o_dreb>0)) /dim(df_reb)[1]*100,2)))## [1] "Percentage non-zero o_dreb: 100"print(paste("Percentage non-zero o_reb: ",round(length(which(df_reb$o_reb>0)) /dim(df_reb)[1]*100,2)))## [1] "Percentage non-zero o_reb: 100"print(paste("Percentage non-zero d_oreb: ",round(length(which(df_reb$d_oreb>0)) /dim(df_reb)[1]*100,2)))## [1] "Percentage non-zero d_oreb: 100"print(paste("Percentage non-zero d_dreb: ",round(length(which(df_reb$d_dreb>0)) /dim(df_reb)[1]*100,2)))## [1] "Percentage non-zero d_dreb: 100"print(paste("Percentage non-zero d_reb: ",round(length(which(df_reb$d_reb>0)) /dim(df_reb)[1]*100,2)))## [1] "Percentage non-zero d_reb: 100"#STUDIO SULLE VITTORIE
M <- cor(as.matrix(df[, c(11:25, 54)])) # correlation matrix
corrplot(M, method="color", outline = TRUE,type="lower",order = "hclust",
tl.col="black", tl.srt=45, diag=FALSE,tl.cex = 1,mar=c(0,0,3,0),
title="Correlation Matrix between Predictor and Outcome variables")
#ISTOGRAMMA
# Crea un istogramma di base
hist(df$won, col = "skyblue", border = "white", main = "Distribuzione delle Vittorie", xlab = "Numero di Vittorie", ylab = "Frequenza")
# Aggiungi una griglia di sfondo
grid()
# Aggiungi una linea di riferimento
abline(v = mean(df$won), col = "red", lwd = 2)
# Aggiungi una legenda
legend("topright", legend = c("Media"), col = c("red"), lwd = 2)
#ISTOGRAMMA INTERATTIVO DA TESTARE 1° versione
# Crea un istogramma con plot_ly
histogram <- plot_ly(df, x = ~won, type = "histogram", marker = list(color = "skyblue", line = list(color = "white", width = 0.5))) %>%
layout(title = "Distribuzione delle Vittorie",
xaxis = list(title = "Numero di Vittorie"),
yaxis = list(title = "Frequenza"),
barmode = "overlay") %>%
add_trace(x = ~mean(won), type = "scatter", mode = "lines", line = list(color = "red", width = 2), name = "Media")
# Visualizza l'istogramma interattivo
histogram## A marker object has been specified, but markers is not in the mode
## Adding markers to the mode...#ISTOGRAMMA INTERATTIVO DA TESTARE 2° versione
# Crea un istogramma con plot_ly
histogram <- plot_ly(df, x = ~won, type = "histogram",
marker = list(color = "skyblue", line = list(color = "white", width = 0.5)),
opacity = 0.7) %>%
layout(title = list(text = "Distribuzione delle Vittorie", x = 0.5),
xaxis = list(title = "Numero di Vittorie", zeroline = FALSE),
yaxis = list(title = "Frequenza", zeroline = FALSE),
barmode = "overlay") %>%
add_trace(x = ~mean(won), type = "scatter", mode = "lines",
line = list(color = "red", width = 2), name = "Media") %>%
add_trace(x = ~mean(won), type = "scatter", mode = "markers",
marker = list(color = "red", size = 8), showlegend = FALSE) %>%
add_annotations(text = sprintf("Media: %.2f", mean(df$won)), x = mean(df$won), y = 0,
arrowhead = 2, arrowcolor = "red", arrowsize = 1.5, arrowwidth = 2,
ax = 0, ay = -40, xshift = 10, yshift = -10)
# Visualizza l'istogramma interattivo
histogram## A marker object has been specified, but markers is not in the mode
## Adding markers to the mode...# PLOT DENSITA
density_plot <- density(df$won)
# Plot di base
plot(density_plot, main = "Distribuzione di Densità delle Vittorie", col = "skyblue", lwd = 2, ylim = c(0, 0.07), xlim = c(0, max(df$won)))
# Aggiungi titoli ed etichette degli assi
title(main = "Distribuzione di Densità delle Vittorie", xlab = "Numero di Vittorie", ylab = "Densità")
# Aggiungi una griglia di sfondo
grid()
# Aggiungi una linea di riferimento per la media
abline(v = mean(df$won), col = "red", lwd = 2)
# Aggiungi una legenda
legend("topright", legend = c("Media"), col = c("red"), lwd = 2)
# PLOT DENSITA INTERATTIVO DA TESTARE
# Calcola la densità delle vittorie
density_plot <- density(df$won)
# Crea il plot di densità con plot_ly
density_interactive <- plot_ly(x = density_plot$x, y = density_plot$y, type = "scatter", mode = "lines",
line = list(color = "skyblue", width = 2)) %>%
layout(title = list(text = "Distribuzione di Densità delle Vittorie", x = 0.5),
xaxis = list(title = "Numero di Vittorie"),
yaxis = list(title = "Densità"),
showlegend = FALSE) %>%
add_trace(x = c(mean(df$won), mean(df$won)), y = c(0, max(density_plot$y)),
type = "scatter", mode = "lines", line = list(color = "red", width = 2),
name = "Media") %>%
add_trace(x = mean(df$won), y = max(density_plot$y), type = "scatter", mode = "markers",
marker = list(color = "red", size = 8)) %>%
add_annotations(text = sprintf("Media: %.2f", mean(df$won)), x = mean(df$won), y = max(density_plot$y) * 1.05,
arrowhead = 2, arrowcolor = "red", arrowsize = 1.5, arrowwidth = 2,
ax = 0, ay = -40, xshift = 10, yshift = -10)
# Visualizza il plot di densità interattivo
density_interactive## A line object has been specified, but lines is not in the mode
## Adding lines to the mode...#CORRPLOT
# # Calcola la matrice di correlazione
# M <- cor(as.matrix(df[, c(11:25, 54)]))
#
# # Crea il grafico della matrice di correlazione
# corrplot(M, method = "color", outline = TRUE, type = "lower", order = "hclust",
# tl.col = "black", tl.srt = 45, diag = FALSE, tl.cex = 0.7, mar = c(0, 0, 3, 0),
# title = "Correlation Matrix between Predictor and Outcome variables",
# addCoef.col = "black", number.cex = 0.5, tl.offset = 0.5)
#
# # Aggiungi una legenda
# legend("bottomleft", legend = c("Positive Correlation", "Negative Correlation"), fill = c("white", "black"), border = NA, bty = "n", title = "Correlation")
#
# CORRPLOT
data_subset <- df[, c(11:40, 54)]
cor_matrix <- cor(data_subset, use = "complete.obs")
cor_data <- melt(cor_matrix)
names(cor_data) <- c("Variable1", "Variable2", "Correlation")
# Create the heatmap
p <- plot_ly(data = cor_data, x = ~Variable1, y = ~Variable2, z = ~Correlation,
type = "heatmap",
colors = viridis(n = 1024, option = "magma"),
hoverinfo = "x+y+z") %>%
layout(title = 'Correlation Matrix Heatmap',
xaxis = list(tickangle = 45),
yaxis = list(tickangle = 45),
autosize = TRUE)
# cor_values <- round(as.matrix(cor_matrix), 2) # Round for readability
# for (i in seq_len(nrow(cor_matrix))) {
# for (j in seq_len(ncol(cor_matrix))) {
# p <- p %>% add_annotations(
# x = rownames(cor_matrix)[i],
# y = colnames(cor_matrix)[j],
# text = as.character(cor_values[i, j]),
# showarrow = FALSE,
# font = list(color = ifelse(cor_values[i, j] < 0.5, "white", "black"))
# )
# }
# }
(p)#BOXPLOT
aggregated_data <- df %>%
select(tmID, year, won) %>%
group_by(tmID, year) %>%
summarize(
won = mean(won, na.rm = TRUE),
)## `summarise()` has grouped output by 'tmID'. You can override using the
## `.groups` argument.reshaped_data <- aggregated_data %>%
pivot_longer(cols = c(won), names_to = "stat_type", values_to = "stat") %>%
unite("new_col", tmID, stat_type, sep = "_") %>%
pivot_wider(names_from = new_col, values_from = "stat")
fig <- plot_ly()
for (i in 2:ncol(reshaped_data)) {
current_column_data <- reshaped_data[[i]]
fig <- fig %>% add_trace(y = current_column_data, name = colnames(reshaped_data)[i], type = "box")
}
(fig)## Warning: Ignoring 30 observations## Warning: Ignoring 27 observations## Warning: Ignoring 19 observations## Warning: Ignoring 4 observations## Warning: Ignoring 23 observations## Warning: Ignoring 8 observations## Warning: Ignoring 24 observations## Warning: Ignoring 12 observations## Warning: Ignoring 13 observations## Warning: Ignoring 1 observations## Warning: Ignoring 27 observations## Warning: Ignoring 29 observations## Warning: Ignoring 30 observations## Warning: Ignoring 31 observations
## Warning: Ignoring 31 observations## Warning: Ignoring 13 observations## Warning: Ignoring 9 observations## Warning: Ignoring 26 observations## Warning: Ignoring 1 observations## Warning: Ignoring 19 observations## Warning: Ignoring 3 observations## Warning: Ignoring 27 observations## Warning: Ignoring 21 observations## Warning: Ignoring 11 observationsdf$reb <- df$o_reb + df$d_rebTESTS DI VERIFICA
TEST ANDERSON-DARLING
ad.test(df$reb)##
## Anderson-Darling normality test
##
## data: df$reb
## A = 3.6997, p-value = 3.1e-09Con un livello di significatività (\(\alpha\)) di 0.01 e un p-value molto piccolo (3.1e-09) ottenuto dal test di normalità di Anderson-Darling per i dati della variabile df$reb, puoi concludere che hai sufficiente evidenza statistica per respingere lipotesi nulla che i dati seguono una distribuzione normale.Con il tuo livello di significatività del 0.01 e il p-value molto piccolo (3.1e-09), il p-value è inferiore al livello di significatività, quindi respingeresti lipotesi nulla. Questo suggerisce che i dati nella variabile df$reb non seguono una distribuzione normale al livello di significatività del 0.01. In termini più pratici, hai abbastanza evidenza statistica per concludere che la variabile df$reb non segue una distribuzione normale basandoti sui risultati del test di Anderson-Darling.
TEST KOLMOGOROV SMIRNOV
ks.test(df$reb, "pnorm")## Warning in ks.test.default(df$reb, "pnorm"): i legami non dovrebbero essere
## presenti per il test di Kolmogorov-Smirnov##
## Asymptotic one-sample Kolmogorov-Smirnov test
##
## data: df$reb
## D = 1, p-value < 2.2e-16
## alternative hypothesis: two-sidedIl risultato che hai ottenuto riguarda il test di Kolmogorov-Smirnov a campione singolo sui dati contenuti nella variabile df$reb. Il test KS confronta la distribuzione empirica dei tuoi dati con una distribuzione teorica (spesso una distribuzione uniforme). In breve, il risultato suggerisce che i tuoi dati non seguono la distribuzione teorica presunta, e cè un elevata probabilità che la differenza osservata sia statisticamente significativa.
TEST SHAPIRO WILK
sf.test(df$reb)##
## Shapiro-Francia normality test
##
## data: df$reb
## W = 0.98016, p-value = 1.758e-08In sintesi, il risultato del test di Shapiro-Francia indica che i tuoi dati nella variabile df$reb non seguono una distribuzione normale. Questo è supportato dal valore basso del p-value, il quale suggerisce che la differenza tra la distribuzione dei tuoi dati e una distribuzione normale è statisticamente significativa.
INIZIALIZZAZIONE MODELLO DI REGRESSIONE LINEARE
L’IMPORTANZA DEI RIMBALZI
\(\text{Formula1} = \frac{\text{Rimbalzi offensivi in attacco}}{\text{Tiri sbagliati su azione}}\) Rappresenta la capacità della squadra di ripossesso della palla dopo un tiro che non va a canestro e colpisce il tabellone.
\(\text{Formula2} = \frac{\text{Rimbalzi difensivi in difesa presi}}{\text{Tiri sbagliati su azione degli avversari}}\) Rappresenta la capacità della squadra di impossessarsi della palla dopo un tiro sbagliato della squadra avversaria che colpisce il tabellone, che troviamo un buon stimatore della capacità di contropiede della squadra.
\(\text{Formula3} = \frac{\text{Palle riprese in attacco} + 1.5 \times \text{Palle riprese in difesa}}{\text{Palle perse in attacco} + 2 \times \text{Rimbalzi subiti in difesa}}\) Rappresenta il rapporto tra le palle riprese nei rimbalzi (sia offensivi che difensivi) rispetto alle palle perse nei rimbalzi (sia offensivi che difensivi). I coefficienti sono stati scelti in base a ciò che riteniamo più importante in una partita, ossia la difesa del proprio canestro.
\(\text{Formula4} = (\text{Palle riprese in attacco - Palle perse in attacco}) + 1.5*(\text{Palle riprese in difesa - Palle perse in difesa})\) Cresce all’aumentare dei rimbalzi ottenuti e diminuisce all’aumentare dei rimbalzi subiti, considerando anche un coefficiente che da particolare importanza alla difesa.
\(\text{Formula5} = \frac{(\frac{\text{Rimbalzi subiti in difesa}}{\text{Palle perse in difesa}})}{(\frac{\text{Rimbalzi subiti in attacco}}{\text{Palle perse in attacco}})}\) Mostra quanto siano influenti i rimbalzi nel rapporto tra le palle perse dalla squadra e le palle perse dagli avversari.
# o_oreb = Rimbalzi ottenuti in attacco
# o_dreb = Rimbalzi subiti in attacco
# o_reb = totale rimbalzi in attacco
# d_oreb = Rimbalzi subiti in difesa
# d_dreb = Rimbalzi ottenuti in difesa
# d_reb = totale rimbalzi in difesa
df$f1 <- (df$o_oreb)/(df$o_fga-df$o_fgm)
df$f2 <- (df$d_dreb)/(df$d_fga-df$d_fgm)
df$f3 <- (df$o_oreb + 1.5 * df$d_dreb)/(df$o_dreb + 2 * df$d_oreb)
df$f4 <- (df$o_oreb - df$o_dreb) + 1.5 * (df$d_dreb - df$d_oreb)
df$f5 <- (df$d_oreb / df$d_to) / (df$o_dreb / df$o_to)
linMod <- lm(won ~ f1 + f2 + f3 + f4 + f5, data = df)
summary (linMod)##
## Call:
## lm(formula = won ~ f1 + f2 + f3 + f4 + f5, data = df)
##
## Residuals:
## Min 1Q Median 3Q Max
## -14.624 -3.796 0.044 3.243 17.608
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 395.45317 18.36490 21.533 < 2e-16 ***
## f1 83.35460 10.45130 7.976 4.99e-15 ***
## f2 -59.76252 13.37858 -4.467 9.02e-06 ***
## f3 -273.63124 15.89419 -17.216 < 2e-16 ***
## f4 0.03391 0.00415 8.171 1.13e-15 ***
## f5 -178.48989 3.87823 -46.024 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 4.985 on 835 degrees of freedom
## Multiple R-squared: 0.8401, Adjusted R-squared: 0.8392
## F-statistic: 877.6 on 5 and 835 DF, p-value: < 2.2e-16# Installa e carica le librerie necessarie
if (!requireNamespace("ggplot2", quietly = TRUE)) {
install.packages("ggplot2")
}
if (!requireNamespace("gridExtra", quietly = TRUE)) {
install.packages("gridExtra")
}
library(ggplot2)
library(gridExtra)## Warning: package 'gridExtra' was built under R version 4.3.2##
## Attaching package: 'gridExtra'## The following object is masked from 'package:dplyr':
=======
## Warning: il pacchetto 'gridExtra' è stato creato con R versione 4.3.2
##
## Caricamento pacchetto: 'gridExtra'
## Il seguente oggetto è mascherato da 'package:dplyr':
>>>>>>> 04656a9c7b2908a8accb897f0fcd10c3de814acd
##
## combine
# Funzione per creare il plot di Residuals vs Fitted (Residui vs. Valori Previsti)
res_vs_fitted <- ggplot(linMod, aes(.fitted, .resid)) +
geom_point(color = "skyblue", alpha = 0.7, size = 3) +
geom_smooth(se = FALSE, color = "red", method = "loess", size = 1) +
labs(title = "Residuals vs Fitted", x = "Fitted Values", y = "Residuals") +
theme_minimal() +
theme(plot.title = element_text(size = 14, face = "bold"))
## Warning: Using `size` aesthetic for lines was deprecated in ggplot2 3.4.0.
## ℹ Please use `linewidth` instead.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.
# Funzione per creare il plot QQ dei Residui
qq_plot <- ggplot(linMod, aes(sample = .stdresid)) +
stat_qq(color = "skyblue", size = 2) +
stat_qq_line(color = "red", size = 1) +
labs(title = "QQ Plot dei Residui", x = "Quantiles teorici", y = "Quantiles osservati") +
theme_minimal() +
theme(plot.title = element_text(size = 14, face = "bold"))
# Funzione per creare il plot Scale-Location
scale_location_plot <- ggplot(linMod, aes(.fitted, sqrt(abs(.stdresid)))) +
geom_point(color = "skyblue", alpha = 0.7, size = 3) +
geom_smooth(se = FALSE, color = "red", method = "loess", size = 1) +
labs(title = "Scale-Location Plot", x = "Fitted Values", y = "sqrt(|Standardized Residuals|)") +
theme_minimal() +
theme(plot.title = element_text(size = 14, face = "bold"))
# Funzione per creare il plot Residuals vs Leverage (Residui vs. Leverage)
res_vs_leverage <- ggplot(linMod, aes(.hat, .stdresid)) +
geom_point(color = "skyblue", alpha = 0.7, size = 3) +
geom_smooth(se = FALSE, color = "red", method = "loess", size = 1) +
labs(title = "Residuals vs Leverage", x = "Leverage", y = "Standardized Residuals") +
theme_minimal() +
theme(plot.title = element_text(size = 14, face = "bold"))
# Visualizza i quattro plot
grid.arrange(res_vs_fitted, qq_plot, scale_location_plot, res_vs_leverage, ncol = 2)
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
#PLOT INTERATTIVI DA TESTARE
# Installa e carica le librerie necessarie
if (!requireNamespace("ggplot2", quietly = TRUE)) {
install.packages("ggplot2")
}
if (!requireNamespace("gridExtra", quietly = TRUE)) {
install.packages("gridExtra")
}
if (!requireNamespace("plotly", quietly = TRUE)) {
install.packages("plotly")
}
library(ggplot2)
library(gridExtra)
library(plotly)
# Funzione per creare il plot di Residuals vs Fitted (Residui vs. Valori Previsti)
res_vs_fitted <- ggplot(linMod, aes(.fitted, .resid)) +
geom_point(color = "skyblue", alpha = 0.7, size = 3) +
geom_smooth(se = FALSE, color = "red", method = "loess", size = 1) +
labs(title = "Residuals vs Fitted", x = "Fitted Values", y = "Residuals") +
theme_minimal() +
theme(plot.title = element_text(size = 14, face = "bold"))
# Funzione per creare il plot QQ dei Residui
qq_plot <- ggplot(linMod, aes(sample = .stdresid)) +
stat_qq(color = "skyblue", size = 2) +
stat_qq_line(color = "red", size = 1) +
labs(title = "QQ Plot dei Residui", x = "Quantiles teorici", y = "Quantiles osservati") +
theme_minimal() +
theme(plot.title = element_text(size = 14, face = "bold"))
# Funzione per creare il plot Scale-Location
scale_location_plot <- ggplot(linMod, aes(.fitted, sqrt(abs(.stdresid)))) +
geom_point(color = "skyblue", alpha = 0.7, size = 3) +
geom_smooth(se = FALSE, color = "red", method = "loess", size = 1) +
labs(title = "Scale-Location Plot", x = "Fitted Values", y = "sqrt(|Standardized Residuals|)") +
theme_minimal() +
theme(plot.title = element_text(size = 14, face = "bold"))
# Funzione per creare il plot Residuals vs Leverage (Residui vs. Leverage)
res_vs_leverage <- ggplot(linMod, aes(.hat, .stdresid)) +
geom_point(color = "skyblue", alpha = 0.7, size = 3) +
geom_smooth(se = FALSE, color = "red", method = "loess", size = 1) +
labs(title = "Residuals vs Leverage", x = "Leverage", y = "Standardized Residuals") +
theme_minimal() +
theme(plot.title = element_text(size = 14, face = "bold"))
# Converti i singoli grafici in oggetti plotly
plotly_res_vs_fitted <- ggplotly(res_vs_fitted)
## `geom_smooth()` using formula = 'y ~ x'
plotly_qq_plot <- ggplotly(qq_plot)
plotly_scale_location_plot <- ggplotly(scale_location_plot)
## `geom_smooth()` using formula = 'y ~ x'
plotly_res_vs_leverage <- ggplotly(res_vs_leverage)
## `geom_smooth()` using formula = 'y ~ x'
# Visualizza i quattro grafici interattivi
subplot(plotly_res_vs_fitted, plotly_qq_plot, plotly_scale_location_plot, plotly_res_vs_leverage)
<<<<<<< HEAD
=======
>>>>>>> 04656a9c7b2908a8accb897f0fcd10c3de814acd
INIZIALIZZAZIONE MODELLO DI REGRESSIONE LINEARE NORMALIZZATO
# In un chunk diverso per minimizzare cpu-time
# Normalizziamo le covariate
df$f1_z <- scale(df$f1)
df$f2_z <- scale(df$f2)
df$f3_z <- scale(df$f3)
df$f4_z <- scale(df$f4)
df$f5_z <- scale(df$f5)
linModNormalized <- lm(won ~ f1_z + f2_z + f3_z + f4_z + f5_z, data = df)
summary(linModNormalized)##
## Call:
## lm(formula = won ~ f1_z + f2_z + f3_z + f4_z + f5_z, data = df)
##
## Residuals:
## Min 1Q Median 3Q Max
## -14.624 -3.796 0.044 3.243 17.608
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 41.0000 0.1719 238.505 < 2e-16 ***
## f1_z 2.6573 0.3332 7.976 4.99e-15 ***
## f2_z -2.8564 0.6394 -4.467 9.02e-06 ***
## f3_z -17.7693 1.0322 -17.216 < 2e-16 ***
## f4_z 9.1442 1.1191 8.171 1.13e-15 ***
## f5_z -12.6019 0.2738 -46.024 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 4.985 on 835 degrees of freedom
## Multiple R-squared: 0.8401, Adjusted R-squared: 0.8392
## F-statistic: 877.6 on 5 and 835 DF, p-value: < 2.2e-16# Installa e carica le librerie necessarie
if (!requireNamespace("ggplot2", quietly = TRUE)) {
install.packages("ggplot2")
}
if (!requireNamespace("gridExtra", quietly = TRUE)) {
install.packages("gridExtra")
}
library(ggplot2)
library(gridExtra)
# Funzione per creare il plot di Residuals vs Fitted (Residui vs. Valori Previsti)
res_vs_fitted <- ggplot(linModNormalized, aes(.fitted, .resid)) +
geom_point(color = "skyblue", alpha = 0.7, size = 3) +
geom_smooth(se = FALSE, color = "red", method = "loess", size = 1) +
labs(title = "Residuals vs Fitted", x = "Fitted Values", y = "Residuals") +
theme_minimal() +
theme(plot.title = element_text(size = 14, face = "bold"))
# Funzione per creare il plot QQ dei Residui
qq_plot <- ggplot(linModNormalized, aes(sample = .stdresid)) +
stat_qq(color = "skyblue", size = 2) +
stat_qq_line(color = "red", size = 1) +
labs(title = "QQ Plot dei Residui", x = "Quantiles teorici", y = "Quantiles osservati") +
theme_minimal() +
theme(plot.title = element_text(size = 14, face = "bold"))
# Funzione per creare il plot Scale-Location
scale_location_plot <- ggplot(linModNormalized, aes(.fitted, sqrt(abs(.stdresid)))) +
geom_point(color = "skyblue", alpha = 0.7, size = 3) +
geom_smooth(se = FALSE, color = "red", method = "loess", size = 1) +
labs(title = "Scale-Location Plot", x = "Fitted Values", y = "sqrt(|Standardized Residuals|)") +
theme_minimal() +
theme(plot.title = element_text(size = 14, face = "bold"))
# Funzione per creare il plot Residuals vs Leverage (Residui vs. Leverage)
res_vs_leverage <- ggplot(linModNormalized, aes(.hat, .stdresid)) +
geom_point(color = "skyblue", alpha = 0.7, size = 3) +
geom_smooth(se = FALSE, color = "red", method = "loess", size = 1) +
labs(title = "Residuals vs Leverage", x = "Leverage", y = "Standardized Residuals") +
theme_minimal() +
theme(plot.title = element_text(size = 14, face = "bold"))
# Visualizza i quattro plot
grid.arrange(res_vs_fitted, qq_plot, scale_location_plot, res_vs_leverage, ncol = 2)## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
## `geom_smooth()` using formula = 'y ~ x'
#PLOT INTERATTIVI DA TESTARE
# Installa e carica le librerie necessarie
if (!requireNamespace("ggplot2", quietly = TRUE)) {
install.packages("ggplot2")
}
if (!requireNamespace("gridExtra", quietly = TRUE)) {
install.packages("gridExtra")
}
if (!requireNamespace("plotly", quietly = TRUE)) {
install.packages("plotly")
}
library(ggplot2)
library(gridExtra)
library(plotly)
# Funzione per creare il plot di Residuals vs Fitted (Residui vs. Valori Previsti)
res_vs_fitted <- ggplot(linModNormalized, aes(.fitted, .resid)) +
geom_point(color = "skyblue", alpha = 0.7, size = 3) +
geom_smooth(se = FALSE, color = "red", method = "loess", size = 1) +
labs(title = "Residuals vs Fitted", x = "Fitted Values", y = "Residuals") +
theme_minimal() +
theme(plot.title = element_text(size = 14, face = "bold"))
# Funzione per creare il plot QQ dei Residui
qq_plot <- ggplot(linModNormalized, aes(sample = .stdresid)) +
stat_qq(color = "skyblue", size = 2) +
stat_qq_line(color = "red", size = 1) +
labs(title = "QQ Plot dei Residui", x = "Quantiles teorici", y = "Quantiles osservati") +
theme_minimal() +
theme(plot.title = element_text(size = 14, face = "bold"))
# Funzione per creare il plot Scale-Location
scale_location_plot <- ggplot(linModNormalized, aes(.fitted, sqrt(abs(.stdresid)))) +
geom_point(color = "skyblue", alpha = 0.7, size = 3) +
geom_smooth(se = FALSE, color = "red", method = "loess", size = 1) +
labs(title = "Scale-Location Plot", x = "Fitted Values", y = "sqrt(|Standardized Residuals|)") +
theme_minimal() +
theme(plot.title = element_text(size = 14, face = "bold"))
# Funzione per creare il plot Residuals vs Leverage (Residui vs. Leverage)
res_vs_leverage <- ggplot(linModNormalized, aes(.hat, .stdresid)) +
geom_point(color = "skyblue", alpha = 0.7, size = 3) +
geom_smooth(se = FALSE, color = "red", method = "loess", size = 1) +
labs(title = "Residuals vs Leverage", x = "Leverage", y = "Standardized Residuals") +
theme_minimal() +
theme(plot.title = element_text(size = 14, face = "bold"))
# Converti i singoli grafici in oggetti plotly
plotly_res_vs_fitted <- ggplotly(res_vs_fitted)## `geom_smooth()` using formula = 'y ~ x'plotly_qq_plot <- ggplotly(qq_plot)
plotly_scale_location_plot <- ggplotly(scale_location_plot)## `geom_smooth()` using formula = 'y ~ x'plotly_res_vs_leverage <- ggplotly(res_vs_leverage)## `geom_smooth()` using formula = 'y ~ x'# Visualizza i quattro grafici interattivi
subplot(plotly_res_vs_fitted, plotly_qq_plot, plotly_scale_location_plot, plotly_res_vs_leverage)TEST SUL MODELLO DI REGRESSIONE LINEARE
TEST BREUSCH-PAGAN (Test di omoschedasticità)
# TEST SUL MODELLO DI REGRESSIONE LINEARE
#1 Summary
summary (linModNormalized)##
## Call:
## lm(formula = won ~ f1_z + f2_z + f3_z + f4_z + f5_z, data = df)
##
## Residuals:
## Min 1Q Median 3Q Max
## -14.624 -3.796 0.044 3.243 17.608
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 41.0000 0.1719 238.505 < 2e-16 ***
## f1_z 2.6573 0.3332 7.976 4.99e-15 ***
## f2_z -2.8564 0.6394 -4.467 9.02e-06 ***
## f3_z -17.7693 1.0322 -17.216 < 2e-16 ***
## f4_z 9.1442 1.1191 8.171 1.13e-15 ***
## f5_z -12.6019 0.2738 -46.024 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 4.985 on 835 degrees of freedom
## Multiple R-squared: 0.8401, Adjusted R-squared: 0.8392
## F-statistic: 877.6 on 5 and 835 DF, p-value: < 2.2e-16#2 R-quadrato e R-quadrato Adattato
summary_linModNormalized <- summary(linModNormalized)
r_squared <- summary_linModNormalized$r.squared
cat("R-squared:", r_squared, "\n")## R-squared: 0.8401246n <- length(df$o_oreb)
k <- length(linModNormalized$coefficients) - 1
adjusted_r_squared <- 1 - ((1 - r_squared) * (n - 1) / (n - k - 1))
cat("Adjusted R-squared:", adjusted_r_squared, "\n")## Adjusted R-squared: 0.8391672#2 test Shapiro per valutare la normalita' dei residui
shapiro.test(residuals(linModNormalized))##
## Shapiro-Wilk normality test
##
## data: residuals(linModNormalized)
## W = 0.99508, p-value = 0.008216#3 test di omoschedasticita' (Breusch-Pagan test) --> risultato suggerisce omoschedasiticita'
bptest(linModNormalized)##
## studentized Breusch-Pagan test
##
## data: linModNormalized
## BP = 9.6069, df = 5, p-value = 0.08717#4 test di multicollinearita'
car::vif(linModNormalized)## f1_z f2_z f3_z f4_z f5_z
## 3.751989 13.820282 36.007839 42.333607 2.534096Possiamo ora verificare la presenza di outlayers, ovvero dati anomali o fuori norma che possono influenzare in modo molto significativo il modello rispetto al resto dei dati presi in cosiderazione. Provvediamo quindi a rimuoverli e a ricreare il modello.
influencePlot(linModNormalized,5)
## StudRes Hat CookD
## 541 3.1086834 0.002953697 0.004722471
## 769 -0.3942749 0.044140265 0.001197642
## 822 3.6069525 0.027320444 0.060040657
## 957 2.9775866 0.024929163 0.037426310#rimuovo gli outlayers e ricreo il modello
df_1 <- df[-which(row.names(df) %in% c(822, 957)),]
df_1$f1 <- (df_1$o_oreb)/(df_1$o_fga-df_1$o_fgm)
df_1$f2 <- (df_1$d_dreb)/(df_1$d_fga-df_1$d_fgm)
df_1$f3 <- (df_1$o_oreb + 1.5 * df_1$d_dreb)/(df_1$o_dreb + 2 * df_1$d_oreb)
df_1$f4 <- (df_1$o_oreb - df_1$o_dreb) + 1.5 * (df_1$d_dreb - df_1$d_oreb)
df_1$f5 <- (df_1$d_oreb / df_1$d_to) / (df_1$o_dreb / df_1$o_to)
df_1$f1_z <- scale(df_1$f1)
df_1$f2_z <- scale(df_1$f2)
df_1$f3_z <- scale(df_1$f3)
df_1$f4_z <- scale(df_1$f4)
df_1$f5_z <- scale(df_1$f5)
linModNormalized_1 <- lm(won ~ f1_z + f2_z + f3_z + f4_z + f5_z, data = df_1)
summary(linModNormalized)##
## Call:
## lm(formula = won ~ f1_z + f2_z + f3_z + f4_z + f5_z, data = df)
##
## Residuals:
## Min 1Q Median 3Q Max
## -14.624 -3.796 0.044 3.243 17.608
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 41.0000 0.1719 238.505 < 2e-16 ***
## f1_z 2.6573 0.3332 7.976 4.99e-15 ***
## f2_z -2.8564 0.6394 -4.467 9.02e-06 ***
## f3_z -17.7693 1.0322 -17.216 < 2e-16 ***
## f4_z 9.1442 1.1191 8.171 1.13e-15 ***
## f5_z -12.6019 0.2738 -46.024 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 4.985 on 835 degrees of freedom
## Multiple R-squared: 0.8401, Adjusted R-squared: 0.8392
## F-statistic: 877.6 on 5 and 835 DF, p-value: < 2.2e-16summary(linModNormalized_1)##
## Call:
## lm(formula = won ~ f1_z + f2_z + f3_z + f4_z + f5_z, data = df_1)
##
## Residuals:
## Min 1Q Median 3Q Max
## -14.8618 -3.7270 -0.0235 3.2212 15.5573
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 41.0417 0.1700 241.386 < 2e-16 ***
## f1_z 2.4792 0.3322 7.462 2.15e-13 ***
## f2_z -3.1936 0.6314 -5.058 5.21e-07 ***
## f3_z -18.0997 1.0167 -17.803 < 2e-16 ***
## f4_z 9.6926 1.1055 8.767 < 2e-16 ***
## f5_z -12.6741 0.2714 -46.698 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 4.925 on 833 degrees of freedom
## Multiple R-squared: 0.8432, Adjusted R-squared: 0.8423
## F-statistic: 896.1 on 5 and 833 DF, p-value: < 2.2e-16# Installa e carica le librerie necessarie
if (!requireNamespace("ggplot2", quietly = TRUE)) {
install.packages("ggplot2")
}
if (!requireNamespace("ggfortify", quietly = TRUE)) {
install.packages("ggfortify")
}
library(ggplot2)
library(ggfortify)## Warning: package 'ggfortify' was built under R version 4.3.2## Warning: il pacchetto 'ggfortify' è stato creato con R versione 4.3.2# Crea il grafico di influenza
influence_plot <- influencePlot(linModNormalized_1, id = 5, main = "Influence Plot")## Warning in applyDefaults(id, defaults = list(method = "noteworthy", n = 2, :
## unnamed id arguments, will be ignored
# Personalizza il grafico
<<<<<<< HEAD
# influence_plot +
# theme_minimal() + # Usa uno stile minimale
# theme(plot.title = element_text(size = 16, face = "bold"), # Titolo più grande e in grassetto
# axis.title = element_text(size = 14), # Etichette degli assi più grandi
# axis.text = element_text(size = 12), # Numeri degli assi più grandi
# legend.position="none") # Nascondi la legenda
#
#
#INTERATTIVO DA TESTARE
=======
#influence_plot +
# theme_minimal() + # Usa uno stile minimale
# theme(plot.title = element_text(size = 16, face = "bold"), # Titolo più grande e in grassetto
# axis.title = element_text(size = 14), # Etichette degli assi più grandi
# axis.text = element_text(size = 12), # Numeri degli assi più grandi
# legend.position="none") # Nascondi la legenda
# #INTERATTIVO DA TESTARE
# # Installa e carica le librerie necessarie
# if (!requireNamespace("car", quietly = TRUE)) {
# install.packages("car")
# }
# if (!requireNamespace("plotly", quietly = TRUE)) {
# install.packages("plotly")
# }
# library(car)
# library(plotly)
#
>>>>>>> 04656a9c7b2908a8accb897f0fcd10c3de814acd
# # Calcola l'influenza
# influence_values <- influence(linModNormalized_1)
#
# # Estrai i valori influenti per l'osservazione desiderata (es. id=5)
# influence_values_single <- as.matrix(influence_values$infmat[5, ])
#
# # Crea un grafico interattivo
# plot_ly(x = colnames(influence_values_single), y = influence_values_single,
# type = "bar", name = "Influence", marker = list(color = "blue")) %>%
# layout(title = "Influence Plot",
# xaxis = list(title = "Variables"),
<<<<<<< HEAD
# yaxis = list(title = "Influence"))
# Nel complesso entrambi i modelli sembrano essere buoni, spiegano entrambi circa l’84% della varianza nella variabile dipendente “won”, anche se la rimozione degli otlayers ha migliorato leggermente i risultati.
Dato che la differenza tra i due modelli e’ molto ridotta (<0.5%), tale da essere trascurabile, abbiamo deciso di utilizzare il modello comprendente gli outlayers.
# Divisione in Test e Train per evitare che il modello fitti troppo bene sui nostri dati
sample <- sample(c(TRUE, FALSE), nrow(df), replace=TRUE, prob=c(0.7, 0.3))
train <- df_reb[sample, ]
test <- df_reb[!sample, ]# METODO DI REGRESSIONE LASSO
#define response variable
y <- train$won
#define matrix of predictor variables (uso solo poche variabili ma potete farlo con tutte da togliere però la risposta area)
x <- data.matrix(train)
#perform k-fold cross-validation to find optimal lambda value, la cross-validation è un ottimo modo per non overfittare e trovare il miglior modello
cv_model <- cv.glmnet(x, y, alpha = 1)
#find optimal lambda value that minimizes test MSE
best_lambda <- cv_model$lambda.min
best_lambda## [1] 0.3556011#produce plot of test MSE by lambda value
plot(cv_model) 
## [1] 0.364785#produce plot of test MSE by lambda value
plot(cv_model) 
# Fittiamo il modello con il best lambda (penalizzazione)
best_model <- glmnet(x, y, alpha = 1, lambda = best_lambda)
coef(best_model)## 8 x 1 sparse Matrix of class "dgCMatrix"
## s0
<<<<<<< HEAD
## (Intercept) 1.1992796
=======
## (Intercept) 1.1833088
>>>>>>> 04656a9c7b2908a8accb897f0fcd10c3de814acd
## o_oreb .
## o_dreb .
## o_reb .
## d_oreb .
## d_dreb .
## d_reb .
## won 0.9708495# SANDBOX TESTING
# QUI SI TESTA TUTTO CIÒ CHE POI VERRÀ AGGGIUNTO NEL DOCUMENTO SOPRA
values <- aggregate(cbind(o_oreb, o_dreb, d_oreb, d_dreb, o_reb, d_reb, won) ~ tmID, data = df, FUN = sum)
# temp <- hist (temp, col = 'steelblue', main = 'caccaculo', xlab = 'balls')
### SANDBOX
teams <- c()
df$reb <- c(df$o_reb + df$d_reb)
summary(df$reb)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 5963 6805 7002 7040 7245 8359for (team in df$tmID)
{
teams <- unique(c(teams, team))
}
teams <- sort(teams)
values <- aggregate(cbind(reb, o_oreb, o_dreb, d_oreb, d_dreb, o_reb, d_reb, won) ~ tmID, data = df, FUN = sum)
x <- seq(-4, 4, by = 0.01)
y <- dnorm(x, mean = 0, sd = 1)
plot (x,y, type="l")
normal <- data.frame(x, y)
df$reb <- df$o_reb + df$d_reb
# ISTOGRAMMA INTERATTIVO
plot_ly(data = df, x = ~reb, type = "histogram",
marker = list(color = 'lightblue', line = list(color = 'black', width = 1)),
nbinsx = 20) %>%
layout(title = 'Istogramma dei Rimbalzi',
xaxis = list(title = 'Rimbalzi'),
yaxis = list(title = 'Frequenza'),
shapes = list(type = "line",
x0 = mean(df$reb), x1 = mean(df$reb),
y0 = 0, y1 = 215,
line = list(color = "red", width = 2, dash = "dash")),
yaxis = list(autorange = TRUE))#PLOT DI DENSITA CON SOVRAPPOSIZIONE DI UNA NORMALE IDEALE
density_data <- density(df$reb)
mu <- mean(df$reb)
sigma <- sd(df$reb)
normal_data <- dnorm(density_data$x, mean = mu, sd = sigma)
p <- plot_ly(x = density_data$x, y = density_data$y, type = 'scatter', mode = 'lines',
line = list(color = 'blue', width = 2),
name = "Densità rimbalzi totale") %>%
layout(title = "Densità dei Rimbalzi",
xaxis = list(title = "Rimbalzi"),
yaxis = list(title = "Density", autotick = TRUE, autorange = TRUE))
p <- add_trace(p, x = density_data$x, y = normal_data, mode = 'lines',
line = list(color = 'green', width = 2),
fill = "tozeroy", fillcolor = "rgba(0, 255, 0, 0.2)",
name = "Dist normale ideale")
p <- add_trace(p, x = c(mu, mu), y = c(0, max(density_data$y)),
mode = 'lines', line = list(color = 'red', width = 2, dash = 'dash'),
name = "Media")
(p)# CORRPLOT
data_subset <- df[, c("reb", "o_reb", "d_reb")]
cor_matrix <- cor(data_subset)
rownames(cor_matrix) <- colnames(data_subset)
colnames(cor_matrix) <- colnames(data_subset)
cor_data <- reshape2::melt(cor_matrix)
names(cor_data) <- c("Var1", "Var2", "Corr")
dimnames(cor_matrix) <- list(rownames(cor_matrix), colnames(cor_matrix))
data_for_plotly <- as.data.frame(as.table(cor_matrix))
p <- plot_ly(data = cor_data,
x = ~Var1,
y = ~Var2,
z = ~Corr,
type = "heatmap",
colors = colorRampPalette(c("#4575b4", "#91bfdb", "#e0f3f8", "#fee08b", "#d73027"))(100),
hoverinfo = "x+y+z") %>%
layout(title = 'Correlation Matrix',
xaxis = list(title = "", tickangle = 45, side = "bottom", automargin = TRUE),
yaxis = list(title = "", automargin = TRUE),
autosize = TRUE)
cor_values <- round(as.matrix(cor_matrix), 2) # Round for readability
for (i in seq_len(nrow(cor_matrix))) {
for (j in seq_len(ncol(cor_matrix))) {
p <- p %>% add_annotations(
x = rownames(cor_matrix)[i],
y = colnames(cor_matrix)[j],
text = as.character(cor_values[i, j]),
showarrow = FALSE,
font = list(color = ifelse(cor_values[i, j] < 0.5, "white", "black"))
)
}
}
(p)#BOXPLOT (1° Versione)
aggregated_data <- df %>%
select(tmID, year, o_reb, d_reb) %>%
group_by(tmID, year) %>%
summarize(
o_reb = mean(o_reb, na.rm = TRUE),
d_reb = mean(d_reb, na.rm = TRUE)
)## `summarise()` has grouped output by 'tmID'. You can override using the
## `.groups` argument.reshaped_data <- aggregated_data %>%
pivot_longer(cols = c(o_reb, d_reb), names_to = "stat_type", values_to = "stat") %>%
unite("new_col", tmID, stat_type, sep = "_") %>%
pivot_wider(names_from = new_col, values_from = "stat")
fig <- plot_ly()
for (i in 2:ncol(reshaped_data)) {
current_column_data <- reshaped_data[[i]]
fig <- fig %>% add_trace(y = current_column_data, name = colnames(reshaped_data)[i], type = "box")
}
#BOXPLOT (2° Versione)
# Creare categorie per i rimbalzi
df$reb_categories <- cut(df$reb, breaks = c(-Inf, 5, 10, 15, Inf), labels = c("0-5", "6-10", "11-15", "16+"))
# Convertire df$won in numeri
df$won <- as.numeric(as.character(df$won))
# Creare un boxplot con ggplot2
ggplot(df, aes(x = reb_categories, y = won, fill = reb_categories)) +
geom_boxplot(color = "black", notch = FALSE) +
labs(title = "Distribuzione delle Vittorie in base ai Rimbalzi",
x = "Rimbalzi",
y = "Vittorie") +
theme_minimal()
#TEST ANDERSON-DARLING
ad.test(df$reb)##
## Anderson-Darling normality test
##
## data: df$reb
## A = 3.6997, p-value = 3.1e-09#Con un livello di significatività (α) di 0.01 e un p-value molto piccolo (3.1e-09) ottenuto dal test di normalità di Anderson-Darling per i dati della variabile df\(reb, puoi concludere che hai sufficiente evidenza statistica per respingere lipotesi nulla che i dati seguono una distribuzione normale.Con il tuo livello di significatività del 0.01 e il p-value molto piccolo (3.1e-09), il p-value è inferiore al livello di significatività, quindi respingeresti lipotesi nulla. Questo suggerisce che i dati nella variabile df\)reb non seguono una distribuzione normale al livello di significatività del 0.01. In termini più pratici, hai abbastanza evidenza statistica per concludere che la variabile df$reb non segue una distribuzione normale basandoti sui risultati del test di Anderson-Darling.
#TEST KOLMOGOROV SMIRNOV
ks.test(df$reb, "pnorm")## Warning in ks.test.default(df$reb, "pnorm"): i legami non dovrebbero essere
## presenti per il test di Kolmogorov-Smirnov##
## Asymptotic one-sample Kolmogorov-Smirnov test
##
## data: df$reb
## D = 1, p-value < 2.2e-16
## alternative hypothesis: two-sidedIl risultato che hai ottenuto riguarda il test di Kolmogorov-Smirnov a campione singolo sui dati contenuti nella variabile df$reb. Il test KS confronta la distribuzione empirica dei tuoi dati con una distribuzione teorica (spesso una distribuzione uniforme). In breve, il risultato suggerisce che i tuoi dati non seguono la distribuzione teorica presunta, e cè un elevata probabilità che la differenza osservata sia statisticamente significativa.
#TEST SHAPIRO WILK
sf.test(df$reb)##
## Shapiro-Francia normality test
##
## data: df$reb
## W = 0.98016, p-value = 1.758e-08#In sintesi, il risultato del test di Shapiro-Francia indica che i tuoi dati nella variabile df$reb non seguono una distribuzione normale. Questo è supportato dal valore basso del p-value, il quale suggerisce che la differenza tra la distribuzione dei tuoi dati e una distribuzione normale è statisticamente significativa.
barplot(df$reb, col = c("#1b98e0", "#353436"))
heatmap_df <- subset(values, select = -c(o_oreb, o_dreb, d_oreb, d_dreb, won, reb))
rownames(heatmap_df) <- heatmap_df$tmID
heatmap_df <- heatmap_df[,-1]
heatmaply(
heatmap_df,
colors = viridis(n = 256, option = "magma"),
k_col = 2,
k_row = 4,
)plot_ly(values, x = ~tmID, y = ~o_reb, type = 'bar', name = 'Rimbalzi offensivi', marker = list(color = '#FFAFA1')) %>%
add_trace(y = ~d_reb, name = 'Rimbalzi difensivi', marker = list(color = '#b2fff8')) %>%
layout(yaxis = list(title = 'Valori'), barmode = 'stack')plot_ly(values, x = ~tmID, y = ~o_reb, type = 'bar', name = 'Rimbalzi offensivi', marker = list(color = '#FFAFA1')) %>%
add_trace(y = ~d_reb, name = 'Rimbalzi difensivi', marker = list(color = '#b2fff8')) %>%
layout(yaxis = list(title = 'Valori'), barmode = 'stack')#VARIABILI DUMMY
# VARIABILI DUMMY CON TEST ANOVA su ConferenceID
# Controlla i valori univoci nella colonna 'conference'
unique_conferences <- unique(df$confID)
print(unique_conferences)## [1] "EC" "WC"# Supponiamo che 'conference' sia la variabile categorica di interesse
df$conference <- as.factor(df$confID)
# Creazione di variabili dummy
dummy_vars <- model.matrix(~ df$confID - 1, data=df) # -1 per evitare la colinearità
# Aggiunta delle variabili dummy al dataframe
df <- cbind(df, dummy_vars)
<<<<<<< HEAD
df## year lgID tmID franchID confID divID rank confRank playoff
## 439 1976 NBA ATL ATL EC CD 6 9
## 440 1976 NBA BOS BOS EC AT 2 4 CS
## 441 1976 NBA BUF LAC EC AT 4 10
## 442 1976 NBA CHI CHI WC MW 2 6 C1
## 443 1976 NBA CLE CLE EC CD 4 6 C1
## 444 1976 NBA DEN DEN WC MW 1 2 CS
## 445 1976 NBA DET DET WC MW 2 5 C1
## 446 1976 NBA GSW GSW WC PC 3 4 CS
## 447 1976 NBA HOU HOU EC CD 1 2 CF
## 448 1976 NBA IND IND WC MW 5 9
## 449 1976 NBA KCK SAC WC MW 4 8
## 450 1976 NBA LAL LAL WC PC 1 1 CF
## 451 1976 NBA MIL MIL WC MW 6 11
## 452 1976 NBA NOJ UTA EC CD 5 8
## 453 1976 NBA NYK NYK EC AT 3 7
## 454 1976 NBA NYN NJN EC AT 5 11
## 455 1976 NBA PHI PHI EC AT 1 1 F
## 456 1976 NBA PHO PHO WC PC 5 10
## 457 1976 NBA POR POR WC PC 2 3 NC
## 458 1976 NBA SAS SAS EC CD 3 5 C1
## 459 1976 NBA SEA SEA WC PC 4 7
## 460 1976 NBA WSB WAS EC CD 2 3 CS
## 461 1977 NBA ATL ATL EC CD 4 6 C1
## 462 1977 NBA BOS BOS EC AT 3 8
## 463 1977 NBA BUF LAC EC AT 4 10
## 464 1977 NBA CHI CHI WC MW 3 8
## 465 1977 NBA CLE CLE EC CD 3 4 C1
## 466 1977 NBA DEN DEN WC MW 1 2 CF
## 467 1977 NBA DET DET WC MW 4 9
## 468 1977 NBA GSW GSW WC PC 5 7
## 469 1977 NBA HOU HOU EC CD 6 9
## 470 1977 NBA IND IND WC MW 5 11
## 471 1977 NBA KCK SAC WC MW 5 10
## 472 1977 NBA LAL LAL WC PC 4 5 C1
## 473 1977 NBA MIL MIL WC MW 2 6 CS
## 474 1977 NBA NJN NJN EC AT 5 11
## 475 1977 NBA NOJ UTA EC CD 5 7
## 476 1977 NBA NYK NYK EC AT 2 5 CS
## 477 1977 NBA PHI PHI EC AT 1 1 CF
## 478 1977 NBA PHO PHO WC PC 2 3 C1
## 479 1977 NBA POR POR WC PC 1 1 CS
## 480 1977 NBA SAS SAS EC CD 1 2 CS
## 481 1977 NBA SEA SEA WC PC 3 4 F
## 482 1977 NBA WSB WAS EC CD 2 3 NC
## 483 1978 NBA ATL ATL EC CD 3 5 CS
## 484 1978 NBA BOS BOS EC AT 5 10
## 485 1978 NBA CHI CHI WC MW 5 11
## 486 1978 NBA CLE CLE EC CD 4 9
## 487 1978 NBA DEN DEN WC MW 2 4 C1
## 488 1978 NBA DET DET EC CD 4 8
## 489 1978 NBA GSW GSW WC PC 6 9
## 490 1978 NBA HOU HOU EC CD 2 4 C1
## 491 1978 NBA IND IND WC MW 3 10
## 492 1978 NBA KCK SAC WC MW 1 2 CS
## 493 1978 NBA LAL LAL WC PC 3 5 CS
## 494 1978 NBA MIL MIL WC MW 3 8
## 495 1978 NBA NJN NJN EC AT 3 6 C1
## 496 1978 NBA NOJ UTA EC CD 6 11
## 497 1978 NBA NYK NYK EC AT 4 7
## 498 1978 NBA PHI PHI EC AT 2 3 CS
## 499 1978 NBA PHO PHO WC PC 2 3 CF
## 500 1978 NBA POR POR WC PC 4 6 C1
## 501 1978 NBA SAS SAS EC CD 2 2 CF
## 502 1978 NBA SDC LAC WC PC 5 7
## 503 1978 NBA SEA SEA WC PC 1 1 NC
## 504 1978 NBA WSB WAS EC AT 1 1 F
## 505 1979 NBA ATL ATL EC CD 1 2 CS
## 506 1979 NBA BOS BOS EC AT 1 1 CF
## 507 1979 NBA CHI CHI WC MW 3 9
## 508 1979 NBA CLE CLE EC CD 4 9
## 509 1979 NBA DEN DEN WC MW 3 8
## 510 1979 NBA DET DET EC CD 6 11
## 511 1979 NBA GSW GSW WC PC 6 10
## 512 1979 NBA HOU HOU EC CD 2 4 CS
## 513 1979 NBA IND IND EC CD 4 8
## 514 1979 NBA KCK SAC WC MW 2 5 C1
## 515 1979 NBA LAL LAL WC PC 1 1 NC
## 516 1979 NBA MIL MIL WC MW 1 2 CS
## 517 1979 NBA NJN NJN EC AT 5 10
## 518 1979 NBA NYK NYK EC AT 3 7
## 519 1979 NBA PHI PHI EC AT 2 3 F
## 520 1979 NBA PHO PHO WC PC 3 4 CS
## 521 1979 NBA POR POR WC PC 4 6 C1
## 522 1979 NBA SAS SAS EC CD 2 5 C1
## 523 1979 NBA SDC LAC WC PC 5 7
## 524 1979 NBA SEA SEA WC PC 2 3 CF
## 525 1979 NBA UTA UTA WC MW 5 11
## 526 1979 NBA WSB WAS EC AT 3 6 C1
## 527 1980 NBA ATL ATL EC CD 4 8
## 528 1980 NBA BOS BOS EC AT 1 1 NC
## 529 1980 NBA CHI CHI EC CD 2 5 CS
## 530 1980 NBA CLE CLE EC CD 5 9
## 531 1980 NBA DAL DAL WC MW 6 12
## 532 1980 NBA DEN DEN WC MW 4 8
## 533 1980 NBA DET DET EC CD 6 11
## 534 1980 NBA GSW GSW WC PC 4 7
## 535 1980 NBA HOU HOU WC MW 2 6 F
## 536 1980 NBA IND IND EC CD 3 6 C1
## 537 1980 NBA KCK SAC WC MW 2 5 CF
## 538 1980 NBA LAL LAL WC PC 2 3 C1
## 539 1980 NBA MIL MIL EC CD 1 2 CS
## 540 1980 NBA NJN NJN EC AT 5 10
## 541 1980 NBA NYK NYK EC AT 3 4 C1
## 542 1980 NBA PHI PHI EC AT 1 3 CF
## 543 1980 NBA PHO PHO WC PC 1 1 CS
## 544 1980 NBA POR POR WC PC 3 4 C1
## 545 1980 NBA SAS SAS WC MW 1 2 CS
## 546 1980 NBA SDC LAC WC PC 5 9
## 547 1980 NBA SEA SEA WC PC 6 10
## 548 1980 NBA UTA UTA WC MW 5 11
## 549 1980 NBA WSB WAS EC AT 4 7
## 550 1981 NBA ATL ATL EC CD 2 6 C1
## 551 1981 NBA BOS BOS EC AT 1 1 CF
## 552 1981 NBA CHI CHI EC CD 5 9
## 553 1981 NBA CLE CLE EC CD 6 11
## 554 1981 NBA DAL DAL WC MW 5 10
## 555 1981 NBA DEN DEN WC MW 2 4 C1
## 556 1981 NBA DET DET EC CD 3 7
## 557 1981 NBA GSW GSW WC PC 4 7
## 558 1981 NBA HOU HOU WC MW 2 6 C1
## 559 1981 NBA IND IND EC CD 4 8
## 560 1981 NBA KCK SAC WC MW 4 9
## 561 1981 NBA LAL LAL WC PC 1 1 NC
## 562 1981 NBA MIL MIL EC CD 1 2 CS
## 563 1981 NBA NJN NJN EC AT 3 4 C1
## 564 1981 NBA NYK NYK EC AT 5 10
## 565 1981 NBA PHI PHI EC AT 2 3 F
## 566 1981 NBA PHO PHO WC PC 3 5 CS
## 567 1981 NBA POR POR WC PC 5 8
## 568 1981 NBA SAS SAS WC MW 1 2 CF
## 569 1981 NBA SDC LAC WC PC 6 12
## 570 1981 NBA SEA SEA WC PC 2 3 CS
## 571 1981 NBA UTA UTA WC MW 6 11
## 572 1981 NBA WSB WAS EC AT 4 5 CS
## 573 1982 NBA ATL ATL EC CD 2 6 C1
## 574 1982 NBA BOS BOS EC AT 2 3 CS
## 575 1982 NBA CHI CHI EC CD 4 9
## 576 1982 NBA CLE CLE EC CD 5 10
## 577 1982 NBA DAL DAL WC MW 4 8
## 578 1982 NBA DEN DEN WC MW 2 6 CS
## 579 1982 NBA DET DET EC CD 3 8
## 580 1982 NBA GSW GSW WC PC 5 9
## 581 1982 NBA HOU HOU WC MW 6 12
## 582 1982 NBA IND IND EC CD 6 11
## 583 1982 NBA KCK SAC WC MW 2 7
## 584 1982 NBA LAL LAL WC PC 0 1
## 585 1982 NBA MIL MIL EC CD 1 2 CF
## 586 1982 NBA NJN NJN EC AT 3 4 C1
## 587 1982 NBA NYK NYK EC AT 4 5 CS
## 588 1982 NBA PHI PHI EC AT 1 1 NC
## 589 1982 NBA PHO PHO WC PC 2 3 C1
## 590 1982 NBA POR POR WC PC 4 5 CS
## 591 1982 NBA SAS SAS WC MW 1 2 CF
## 592 1982 NBA SDC LAC WC PC 6 11
## 593 1982 NBA SEA SEA WC PC 3 4 C1
## 594 1982 NBA UTA UTA WC MW 5 10
## 595 1982 NBA WSB WAS EC AT 5 7
## 596 1983 NBA ATL ATL EC CD 3 7 C1
## 597 1983 NBA BOS BOS EC AT 1 1 NC
## 598 1983 NBA CHI CHI EC CD 5 10
## 599 1983 NBA CLE CLE EC CD 4 9
## 600 1983 NBA DAL DAL WC MW 2 4 CS
## 601 1983 NBA DEN DEN WC MW 3 7 C1
## 602 1983 NBA DET DET EC CD 2 4 C1
## 603 1983 NBA GSW GSW WC PC 5 9
## 604 1983 NBA HOU HOU WC MW 6 12
## 605 1983 NBA IND IND EC CD 6 11
## 606 1983 NBA KCK SAC WC MW 3 8 C1
## 607 1983 NBA LAL LAL WC PC 1 1 F
## 608 1983 NBA MIL MIL EC CD 1 2 CF
## 609 1983 NBA NJN NJN EC AT 4 6 CS
## 610 1983 NBA NYK NYK EC AT 3 5 CS
## 611 1983 NBA PHI PHI EC AT 2 3 C1
## 612 1983 NBA PHO PHO WC PC 4 6 CF
## 613 1983 NBA POR POR WC PC 2 3 C1
## 614 1983 NBA SAS SAS WC MW 5 10
## 615 1983 NBA SDC LAC WC PC 6 11
## 616 1983 NBA SEA SEA WC PC 3 5 C1
## 617 1983 NBA UTA UTA WC MW 1 2 CS
## 618 1983 NBA WSB WAS EC AT 5 8 C1
## 619 1984 NBA ATL ATL EC CD 5 9
## 620 1984 NBA BOS BOS EC AT 1 1 F
## 621 1984 NBA CHI CHI EC CD 3 7 C1
## 622 1984 NBA CLE CLE EC CD 4 8 C1
## 623 1984 NBA DAL DAL WC MW 3 4 C1
## 624 1984 NBA DEN DEN WC MW 1 2 CF
## 625 1984 NBA DET DET EC CD 2 4 CS
## 626 1984 NBA GSW GSW WC PC 6 12
## 627 1984 NBA HOU HOU WC MW 2 3 C1
## 628 1984 NBA IND IND EC CD 6 11
## 629 1984 NBA KCK SAC WC MW 6 9
## 630 1984 NBA LAC LAC WC PC 4 11
## 631 1984 NBA LAL LAL WC PC 1 1 NC
## 632 1984 NBA MIL MIL EC CD 1 2 CS
## 633 1984 NBA NJN NJN EC AT 3 5 D1
## 634 1984 NBA NYK NYK EC AT 5 10
## 635 1984 NBA PHI PHI EC AT 2 3 CF
## 636 1984 NBA PHO PHO WC PC 3 8 C1
## 637 1984 NBA POR POR WC PC 2 5 CS
## 638 1984 NBA SAS SAS WC MW 4 7 C1
## 639 1984 NBA SEA SEA WC PC 4 10
## 640 1984 NBA UTA UTA WC MW 4 6 CS
## 641 1984 NBA WSB WAS EC AT 4 6 C1
## 642 1985 NBA ATL ATL EC CD 2 4 CS
## 643 1985 NBA BOS BOS EC AT 1 1 NC
## 644 1985 NBA CHI CHI EC CD 4 8 C1
## 645 1985 NBA CLE CLE EC CD 5 9
## 646 1985 NBA DAL DAL WC MW 3 4 CS
## 647 1985 NBA DEN DEN WC MW 2 3 CS
## 648 1985 NBA DET DET EC CD 3 5 C1
## 649 1985 NBA GSW GSW WC PC 6 12
## 650 1985 NBA HOU HOU WC MW 1 2 F
## 651 1985 NBA IND IND EC CD 6 10
## 652 1985 NBA LAC LAC WC PC 3 10
## 653 1985 NBA LAL LAL WC PC 1 1 CF
## 654 1985 NBA MIL MIL EC CD 1 2 CF
## 655 1985 NBA NJN NJN EC AT 3 7 C1
## 656 1985 NBA NYK NYK EC AT 5 11
## 657 1985 NBA PHI PHI EC AT 2 3 CS
## 658 1985 NBA PHO PHO WC PC 3 9
## 659 1985 NBA POR POR WC PC 2 6 C1
## 660 1985 NBA SAC SAC WC MW 5 7 C1
## 661 1985 NBA SAS SAS WC MW 6 8 C1
## 662 1985 NBA SEA SEA WC PC 5 11
## 663 1985 NBA UTA UTA WC MW 4 5 C1
## 664 1985 NBA WSB WAS EC AT 3 6 C1
## 665 1986 NBA ATL ATL EC CD 1 2 CS
## 666 1986 NBA BOS BOS EC AT 1 1 F
## 667 1986 NBA CHI CHI EC CD 5 8 C1
## 668 1986 NBA CLE CLE EC CD 6 9
## 669 1986 NBA DAL DAL WC MW 1 2 C1
## 670 1986 NBA DEN DEN WC MW 4 8 C1
## 671 1986 NBA DET DET EC CD 2 3 CF
## 672 1986 NBA GSW GSW WC PC 3 5 CS
## 673 1986 NBA HOU HOU WC MW 3 6 CS
## 674 1986 NBA IND IND EC CD 4 7 C1
## 675 1986 NBA LAC LAC WC PC 6 12
## 676 1986 NBA LAL LAL WC PC 1 1 NC
## 677 1986 NBA MIL MIL EC CD 3 4 CS
## 678 1986 NBA NJN NJN EC AT 4 10
## 679 1986 NBA NYK NYK EC AT 4 11
## 680 1986 NBA PHI PHI EC AT 2 5 C1
## 681 1986 NBA PHO PHO WC PC 5 9
## 682 1986 NBA POR POR WC PC 2 3 C1
## 683 1986 NBA SAC SAC WC MW 5 10
## 684 1986 NBA SAS SAS WC MW 6 11
## 685 1986 NBA SEA SEA WC PC 4 7 CF
## 686 1986 NBA UTA UTA WC MW 2 4 C1
## 687 1986 NBA WSB WAS EC AT 3 6 C1
## 688 1987 NBA ATL ATL EC CD 2 4 CS
## 689 1987 NBA BOS BOS EC AT 1 1 CF
## 690 1987 NBA CHI CHI EC CD 2 3 CS
## 691 1987 NBA CLE CLE EC CD 4 6 C1
## 692 1987 NBA DAL DAL WC MW 2 3 CF
## 693 1987 NBA DEN DEN WC MW 1 2 CS
## 694 1987 NBA DET DET EC CD 1 2 F
## 695 1987 NBA GSW GSW WC PC 5 11
## 696 1987 NBA HOU HOU WC MW 4 6 C1
## 697 1987 NBA IND IND EC CD 6 9
## 698 1987 NBA LAC LAC WC PC 6 12
## 699 1987 NBA LAL LAL WC PC 1 1 NC
## 700 1987 NBA MIL MIL EC CD 4 5 C1
## 701 1987 NBA NJN NJN EC AT 5 11
## 702 1987 NBA NYK NYK EC AT 2 8 C1
## 703 1987 NBA PHI PHI EC AT 4 10
## 704 1987 NBA PHO PHO WC PC 4 9
## 705 1987 NBA POR POR WC PC 2 4 C1
## 706 1987 NBA SAC SAC WC MW 6 10
## 707 1987 NBA SAS SAS WC MW 5 8 C1
## 708 1987 NBA SEA SEA WC PC 3 7 C1
## 709 1987 NBA UTA UTA WC MW 3 5 CS
## 710 1987 NBA WSB WAS EC AT 2 7 C1
## 711 1988 NBA ATL ATL EC CD 3 4 C1
## 712 1988 NBA BOS BOS EC AT 3 8 C1
## 713 1988 NBA CHH NOH EC AT 6 12
## 714 1988 NBA CHI CHI EC CD 5 6 CF
## 715 1988 NBA CLE CLE EC CD 2 3 C1
## 716 1988 NBA DAL DAL WC MW 4 9
## 717 1988 NBA DEN DEN WC MW 3 6 C1
## 718 1988 NBA DET DET EC CD 1 1 NC
## 719 1988 NBA GSW GSW WC PC 4 7 CS
## 720 1988 NBA HOU HOU WC MW 2 5 C1
## 721 1988 NBA IND IND EC CD 6 10
## 722 1988 NBA LAC LAC WC PC 7 12
## 723 1988 NBA LAL LAL WC PC 1 1 F
## 724 1988 NBA MIA MIA WC MW 6 13
## 725 1988 NBA MIL MIL EC CD 4 5 CS
## 726 1988 NBA NJN NJN EC AT 5 11
## 727 1988 NBA NYK NYK EC AT 1 2 CS
## 728 1988 NBA PHI PHI EC AT 2 7 C1
## 729 1988 NBA PHO PHO WC PC 2 3 CF
## 730 1988 NBA POR POR WC PC 5 8 C1
## 731 1988 NBA SAC SAC WC PC 6 10
## 732 1988 NBA SAS SAS WC MW 5 11
## 733 1988 NBA SEA SEA WC PC 3 4 CS
## 734 1988 NBA UTA UTA WC MW 1 2 C1
## 735 1988 NBA WSB WAS EC AT 4 9
## 736 1989 NBA ATL ATL EC CD 6 9
## 737 1989 NBA BOS BOS EC AT 2 4 C1
## 738 1989 NBA CHH NOH WC MW 7 14
## 739 1989 NBA CHI CHI EC CD 2 3 CF
## 740 1989 NBA CLE CLE EC CD 4 7 C1
## 741 1989 NBA DAL DAL WC MW 3 6 C1
## 742 1989 NBA DEN DEN WC MW 4 7 C1
## 743 1989 NBA DET DET EC CD 1 1 NC
## 744 1989 NBA GSW GSW WC PC 5 10
## 745 1989 NBA HOU HOU WC MW 5 8 C1
## 746 1989 NBA IND IND EC CD 4 8 C1
## 747 1989 NBA LAC LAC WC PC 6 11
## 748 1989 NBA LAL LAL WC PC 1 1 CS
## 749 1989 NBA MIA MIA EC AT 5 11
## 750 1989 NBA MIL MIL EC CD 3 6 C1
## 751 1989 NBA MIN MIN WC MW 6 13
## 752 1989 NBA NJN NJN EC AT 6 13
## 753 1989 NBA NYK NYK EC AT 3 5 CS
## 754 1989 NBA ORL ORL EC CD 7 12
## 755 1989 NBA PHI PHI EC AT 1 2 CS
## 756 1989 NBA PHO PHO WC PC 3 5 CF
## 757 1989 NBA POR POR WC PC 2 3 F
## 758 1989 NBA SAC SAC WC PC 7 12
## 759 1989 NBA SAS SAS WC MW 1 2 CS
## 760 1989 NBA SEA SEA WC PC 4 9
## 761 1989 NBA UTA UTA WC MW 2 4 C1
## 762 1989 NBA WSB WAS EC AT 4 10
## 763 1990 NBA ATL ATL EC CD 4 6 C1
## 764 1990 NBA BOS BOS EC AT 1 2 CS
## 765 1990 NBA CHH NOH EC CD 7 12
## 766 1990 NBA CHI CHI EC CD 1 1 NC
## 767 1990 NBA CLE CLE EC CD 6 9
## 768 1990 NBA DAL DAL WC MW 6 12
## 769 1990 NBA DEN DEN WC MW 7 14
## 770 1990 NBA DET DET EC CD 2 3 CF
## 771 1990 NBA GSW GSW WC PC 4 7 CS
## 772 1990 NBA HOU HOU WC MW 3 6 C1
## 773 1990 NBA IND IND EC CD 5 7 C1
## 774 1990 NBA LAC LAC WC PC 6 10
## 775 1990 NBA LAL LAL WC PC 2 3 F
## 776 1990 NBA MIA MIA EC AT 6 13
## 777 1990 NBA MIL MIL EC CD 3 4 C1
## 778 1990 NBA MIN MIN WC MW 5 11
## 779 1990 NBA NJN NJN EC AT 5 11
## 780 1990 NBA NYK NYK EC AT 3 8 C1
## 781 1990 NBA ORL ORL WC MW 4 9
## 782 1990 NBA PHI PHI EC AT 2 5 CS
## 783 1990 NBA PHO PHO WC PC 3 4 C1
## 784 1990 NBA POR POR WC PC 1 1 CF
## 785 1990 NBA SAC SAC WC PC 7 13
## 786 1990 NBA SAS SAS WC MW 1 2 C1
## 787 1990 NBA SEA SEA WC PC 5 8 C1
## 788 1990 NBA UTA UTA WC MW 2 5 CS
## 789 1990 NBA WSB WAS EC AT 4 10
## 790 1991 NBA ATL ATL EC CD 5 9
## 791 1991 NBA BOS BOS EC AT 1 2 CS
## 792 1991 NBA CHH NOH EC CD 6 11
## 793 1991 NBA CHI CHI EC CD 1 1 NC
## 794 1991 NBA CLE CLE EC CD 2 3 CF
## 795 1991 NBA DAL DAL WC MW 5 12
## 796 1991 NBA DEN DEN WC MW 4 11
## 797 1991 NBA DET DET EC CD 3 5 C1
## 798 1991 NBA GSW GSW WC PC 2 3 C1
## 799 1991 NBA HOU HOU WC MW 3 9
## 800 1991 NBA IND IND EC CD 4 7 C1
## 801 1991 NBA LAC LAC WC PC 5 7 C1
## 802 1991 NBA LAL LAL WC PC 6 8 C1
## 803 1991 NBA MIA MIA EC AT 4 8 C1
## 804 1991 NBA MIL MIL EC CD 6 12
## 805 1991 NBA MIN MIN WC MW 6 13
## 806 1991 NBA NJN NJN EC AT 3 6 C1
## 807 1991 NBA NYK NYK EC AT 1 4 CS
## 808 1991 NBA ORL ORL EC AT 7 14
## 809 1991 NBA PHI PHI EC AT 5 10
## 810 1991 NBA PHO PHO WC PC 3 4 CS
## 811 1991 NBA POR POR WC PC 1 1 F
## 812 1991 NBA SAC SAC WC PC 7 10
## 813 1991 NBA SAS SAS WC MW 2 5 C1
## 814 1991 NBA SEA SEA WC PC 4 6 CS
## 815 1991 NBA UTA UTA WC MW 1 2 CF
## 816 1991 NBA WSB WAS EC AT 6 13
## 817 1992 NBA ATL ATL EC CD 4 7 C1
## 818 1992 NBA BOS BOS EC AT 2 4 C1
## 819 1992 NBA CHH NOH EC CD 3 5 CS
## 820 1992 NBA CHI CHI EC CD 1 2 NC
## 821 1992 NBA CLE CLE EC CD 2 3 CS
## 822 1992 NBA DAL DAL WC MW 6 13
## 823 1992 NBA DEN DEN WC MW 4 9
## 824 1992 NBA DET DET EC CD 6 10
## 825 1992 NBA GSW GSW WC PC 6 10
## 826 1992 NBA HOU HOU WC MW 1 2 CS
## 827 1992 NBA IND IND EC CD 5 8 C1
## 828 1992 NBA LAC LAC WC PC 4 7 C1
## 829 1992 NBA LAL LAL WC PC 5 8 C1
## 830 1992 NBA MIA MIA EC AT 5 11
## 831 1992 NBA MIL MIL EC CD 7 12
## 832 1992 NBA MIN MIN WC MW 5 12
## 833 1992 NBA NJN NJN EC AT 3 6 C1
## 834 1992 NBA NYK NYK EC AT 1 1 CF
## 835 1992 NBA ORL ORL EC AT 4 9
## 836 1992 NBA PHI PHI EC AT 6 13
## 837 1992 NBA PHO PHO WC PC 1 1 F
## 838 1992 NBA POR POR WC PC 3 4 C1
## 839 1992 NBA SAC SAC WC PC 7 11
## 840 1992 NBA SAS SAS WC MW 2 5 CS
## 841 1992 NBA SEA SEA WC PC 2 3 CF
## 842 1992 NBA UTA UTA WC MW 3 6 C1
## 843 1992 NBA WSB WAS EC AT 7 14
## 844 1993 NBA ATL ATL EC CD 1 1 CS
## 845 1993 NBA BOS BOS EC AT 5 10
## 846 1993 NBA CHH NOH EC CD 5 9
## 847 1993 NBA CHI CHI EC CD 2 3 CS
## 848 1993 NBA CLE CLE EC CD 3 6 C1
## 849 1993 NBA DAL DAL WC MW 6 13
## 850 1993 NBA DEN DEN WC MW 4 8 CS
## 851 1993 NBA DET DET EC CD 6 14
## 852 1993 NBA GSW GSW WC PC 3 6 C1
## 853 1993 NBA HOU HOU WC MW 1 2 NC
## 854 1993 NBA IND IND EC CD 3 5 CF
## 855 1993 NBA LAC LAC WC PC 7 11
## 856 1993 NBA LAL LAL WC PC 5 9
## 857 1993 NBA MIA MIA EC AT 4 8 C1
## 858 1993 NBA MIL MIL EC CD 6 13
## 859 1993 NBA MIN MIN WC MW 5 12
## 860 1993 NBA NJN NJN EC AT 3 7 C1
## 861 1993 NBA NYK NYK EC AT 1 2 F
## 862 1993 NBA ORL ORL EC AT 2 4 C1
## 863 1993 NBA PHI PHI EC AT 6 11
## 864 1993 NBA PHO PHO WC PC 2 3 CS
## 865 1993 NBA POR POR WC PC 4 7 C1
## 866 1993 NBA SAC SAC WC PC 6 10
## 867 1993 NBA SAS SAS WC MW 2 4 C1
## 868 1993 NBA SEA SEA WC PC 1 1 C1
## 869 1993 NBA UTA UTA WC MW 3 5 CF
## 870 1993 NBA WSB WAS EC AT 7 12
## 871 1994 NBA ATL ATL EC CD 5 7 C1
## 872 1994 NBA BOS BOS EC AT 3 8 C1
## 873 1994 NBA CHH NOH EC CD 2 4 C1
## 874 1994 NBA CHI CHI EC CD 3 5 CS
## 875 1994 NBA CLE CLE EC CD 4 6 C1
## 876 1994 NBA DAL DAL WC MW 5 10
## 877 1994 NBA DEN DEN WC MW 4 8 C1
## 878 1994 NBA DET DET EC CD 7 12
## 879 1994 NBA GSW GSW WC PC 6 11
## 880 1994 NBA HOU HOU WC MW 3 6 NC
## 881 1994 NBA IND IND EC CD 1 2 CF
## 882 1994 NBA LAC LAC WC PC 7 13
## 883 1994 NBA LAL LAL WC PC 3 5 CS
## 884 1994 NBA MIA MIA EC AT 4 10
## 885 1994 NBA MIL MIL EC CD 6 9
## 886 1994 NBA MIN MIN WC MW 6 12
## 887 1994 NBA NJN NJN EC AT 5 11
## 888 1994 NBA NYK NYK EC AT 2 3 CS
## 889 1994 NBA ORL ORL EC AT 1 1 F
## 890 1994 NBA PHI PHI EC AT 6 13
## 891 1994 NBA PHO PHO WC PC 1 2 CS
## 892 1994 NBA POR POR WC PC 4 7 C1
## 893 1994 NBA SAC SAC WC PC 5 9
## 894 1994 NBA SAS SAS WC MW 1 1 CF
## 895 1994 NBA SEA SEA WC PC 2 4 C1
## 896 1994 NBA UTA UTA WC MW 2 3 C1
## 897 1994 NBA WSB WAS EC AT 7 14
## 898 1995 NBA ATL ATL EC CD 4 6 CS
## 899 1995 NBA BOS BOS EC AT 5 11
## 900 1995 NBA CHH NOH EC CD 6 9
## 901 1995 NBA CHI CHI EC CD 1 1 NC
## 902 1995 NBA CLE CLE EC CD 3 4 C1
## 903 1995 NBA DAL DAL WC MW 5 13
## 904 1995 NBA DEN DEN WC MW 4 10
## 905 1995 NBA DET DET EC CD 4 7 C1
## 906 1995 NBA GSW GSW WC PC 6 9
## 907 1995 NBA HOU HOU WC MW 3 5 CS
## 908 1995 NBA IND IND EC CD 2 3 C1
## 909 1995 NBA LAC LAC WC PC 7 11
## 910 1995 NBA LAL LAL WC PC 2 4 C1
## 911 1995 NBA MIA MIA EC AT 3 8 C1
## 912 1995 NBA MIL MIL EC CD 7 13
## 913 1995 NBA MIN MIN WC MW 5 12
## 914 1995 NBA NJN NJN EC AT 6 12
## 915 1995 NBA NYK NYK EC AT 2 5 CS
## 916 1995 NBA ORL ORL EC AT 1 2 CF
## 917 1995 NBA PHI PHI EC AT 7 15
## 918 1995 NBA PHO PHO WC PC 4 7 C1
## 919 1995 NBA POR POR WC PC 3 6 C1
## 920 1995 NBA SAC SAC WC PC 5 8 C1
## 921 1995 NBA SAS SAS WC MW 1 2 CS
## 922 1995 NBA SEA SEA WC PC 1 1 F
## 923 1995 NBA TOR TOR EC CD 8 14
## 924 1995 NBA UTA UTA WC MW 2 3 CF
## 925 1995 NBA VAN MEM WC MW 7 14
## 926 1995 NBA WSB WAS EC AT 4 10
## 927 1996 NBA ATL ATL EC CD 2 4 CS
## 928 1996 NBA BOS BOS EC AT 7 15
## 929 1996 NBA CHH NOH EC CD 3 6 C1
## 930 1996 NBA CHI CHI EC CD 1 1 NC
## 931 1996 NBA CLE CLE EC CD 5 9
## 932 1996 NBA DAL DAL WC MW 4 11
## 933 1996 NBA DEN DEN WC MW 5 12
## 934 1996 NBA DET DET EC CD 3 5 C1
## 935 1996 NBA GSW GSW WC PC 7 10
## 936 1996 NBA HOU HOU WC MW 2 3 CF
## 937 1996 NBA IND IND EC CD 6 10
## 938 1996 NBA LAC LAC WC PC 5 8 C1
## 939 1996 NBA LAL LAL WC PC 2 4 CS
## 940 1996 NBA MIA MIA EC AT 1 2 CF
## 941 1996 NBA MIL MIL EC CD 7 11
## 942 1996 NBA MIN MIN WC MW 3 6 C1
## 943 1996 NBA NJN NJN EC AT 5 13
## 944 1996 NBA NYK NYK EC AT 2 3 CS
## 945 1996 NBA ORL ORL EC AT 3 7 C1
## 946 1996 NBA PHI PHI EC AT 6 14
## 947 1996 NBA PHO PHO WC PC 4 7 C1
## 948 1996 NBA POR POR WC PC 3 5 C1
## 949 1996 NBA SAC SAC WC PC 6 9
## 950 1996 NBA SAS SAS WC MW 6 13
## 951 1996 NBA SEA SEA WC PC 1 2 CS
## 952 1996 NBA TOR TOR EC CD 8 12
## 953 1996 NBA UTA UTA WC MW 1 1 F
## 954 1996 NBA VAN MEM WC MW 7 14
## 955 1996 NBA WSB WAS EC AT 4 8 C1
## 956 1997 NBA ATL ATL EC CD 4 5 C1
## 957 1997 NBA BOS BOS EC AT 6 12
## 958 1997 NBA CHH NOH EC CD 3 4 CS
## 959 1997 NBA CHI CHI EC CD 1 1 NC
## 960 1997 NBA CLE CLE EC CD 5 6 C1
## 961 1997 NBA DAL DAL WC MW 5 10
## 962 1997 NBA DEN DEN WC MW 7 14
## 963 1997 NBA DET DET EC CD 6 11
## 964 1997 NBA GSW GSW WC PC 6 12
## 965 1997 NBA HOU HOU WC MW 4 8 C1
## 966 1997 NBA IND IND EC CD 2 3 CF
## 967 1997 NBA LAC LAC WC PC 7 13
## 968 1997 NBA LAL LAL WC PC 1 3 CF
## 969 1997 NBA MIA MIA EC AT 1 2 C1
## 970 1997 NBA MIL MIL EC CD 7 13
## 971 1997 NBA MIN MIN WC MW 3 7 C1
## 972 1997 NBA NJN NJN EC AT 2 8 C1
## 973 1997 NBA NYK NYK EC AT 2 7 CS
## 974 1997 NBA ORL ORL EC AT 5 10
## 975 1997 NBA PHI PHI EC AT 7 14
## 976 1997 NBA PHO PHO WC PC 3 4 C1
## 977 1997 NBA POR POR WC PC 4 6 C1
## 978 1997 NBA SAC SAC WC PC 5 9
## 979 1997 NBA SAS SAS WC MW 2 5 CS
## 980 1997 NBA SEA SEA WC PC 1 2 CS
## 981 1997 NBA TOR TOR EC CD 8 15
## 982 1997 NBA UTA UTA WC MW 1 1 F
## 983 1997 NBA VAN MEM WC MW 6 11
## 984 1997 NBA WAS WAS EC AT 4 9
## 1014 1999 NBA ATL ATL EC CD 7 14
## 1015 1999 NBA BOS BOS EC AT 5 10
## 1016 1999 NBA CHH NOH EC CD 2 4 C1
## 1017 1999 NBA CHI CHI EC CD 8 15
## 1018 1999 NBA CLE CLE EC CD 6 11
## 1019 1999 NBA DAL DAL WC MW 4 9
## 1020 1999 NBA DEN DEN WC MW 5 10
## 1021 1999 NBA DET DET EC CD 4 7 C1
## 1022 1999 NBA GSW GSW WC PC 6 13
## 1023 1999 NBA HOU HOU WC MW 6 11
## 1024 1999 NBA IND IND EC CD 1 1 F
## 1025 1999 NBA LAC LAC WC PC 7 14
## 1026 1999 NBA LAL LAL WC PC 1 1 NC
## 1027 1999 NBA MIA MIA EC AT 1 2 CS
## 1028 1999 NBA MIL MIL EC CD 4 8 C1
## 1029 1999 NBA MIN MIN WC MW 3 6 C1
## 1030 1999 NBA NJN NJN EC AT 6 12
## 1031 1999 NBA NYK NYK EC AT 2 3 CF
## 1032 1999 NBA ORL ORL EC AT 4 9
## 1033 1999 NBA PHI PHI EC AT 3 5 CS
## 1034 1999 NBA PHO PHO WC PC 3 5 CS
## 1035 1999 NBA POR POR WC PC 2 3 CF
## 1036 1999 NBA SAC SAC WC PC 5 8 C1
## 1037 1999 NBA SAS SAS WC MW 2 4 C1
## 1038 1999 NBA SEA SEA WC PC 4 7 C1
## 1039 1999 NBA TOR TOR EC CD 3 6 C1
## 1040 1999 NBA UTA UTA WC MW 1 2 CS
## 1041 1999 NBA VAN MEM WC MW 7 12
## 1042 1999 NBA WAS WAS EC AT 7 13
## 1043 2000 NBA ATL ATL EC CD 7 13
## 1044 2000 NBA BOS BOS EC AT 5 9
## 1045 2000 NBA CHH NOH EC CD 3 6 CS
## 1046 2000 NBA CHI CHI EC CD 8 15
## 1047 2000 NBA CLE CLE EC CD 6 11
## 1048 2000 NBA DAL DAL WC MW 2 5 CS
## 1049 2000 NBA DEN DEN WC MW 6 11
## 1050 2000 NBA DET DET EC CD 5 10
## 1051 2000 NBA GSW GSW WC PC 7 14
## 1052 2000 NBA HOU HOU WC MW 5 9
## 1053 2000 NBA IND IND EC CD 4 8 C1
## 1054 2000 NBA LAC LAC WC PC 6 12
## 1055 2000 NBA LAL LAL WC PC 1 2 NC
## 1056 2000 NBA MIA MIA EC AT 2 3 C1
## 1057 2000 NBA MIL MIL EC CD 1 2 CF
## 1058 2000 NBA MIN MIN WC MW 4 8 C1
## 1059 2000 NBA NJN NJN EC AT 6 12
## 1060 2000 NBA NYK NYK EC AT 3 4 C1
## 1061 2000 NBA ORL ORL EC AT 4 7 C1
## 1062 2000 NBA PHI PHI EC AT 1 1 F
## 1063 2000 NBA PHO PHO WC PC 3 6 C1
## 1064 2000 NBA POR POR WC PC 4 7 C1
## 1065 2000 NBA SAC SAC WC PC 2 3 CS
## 1066 2000 NBA SAS SAS WC MW 1 1 CF
## 1067 2000 NBA SEA SEA WC PC 5 10
## 1068 2000 NBA TOR TOR EC CD 2 5 CS
## 1069 2000 NBA UTA UTA WC MW 2 4 C1
## 1070 2000 NBA VAN MEM WC MW 7 13
## 1071 2000 NBA WAS WAS EC AT 7 14
## 1072 2001 NBA ATL ATL EC CD 6 12
## 1073 2001 NBA BOS BOS EC AT 2 3 CF
## 1074 2001 NBA CHH NOH EC CD 2 4 CS
## 1075 2001 NBA CHI CHI EC CD 8 15
## 1076 2001 NBA CLE CLE EC CD 7 14
## 1077 2001 NBA DAL DAL WC MW 2 4 CS
## 1078 2001 NBA DEN DEN WC MW 6 12
## 1079 2001 NBA DET DET EC CD 1 2 CS
## 1080 2001 NBA GSW GSW WC PC 7 14
## 1081 2001 NBA HOU HOU WC MW 5 11
## 1082 2001 NBA IND IND EC CD 3 8 C1
## 1083 2001 NBA LAC LAC WC PC 5 9
## 1084 2001 NBA LAL LAL WC PC 2 3 NC
## 1085 2001 NBA MEM MEM WC MW 7 13
## 1086 2001 NBA MIA MIA EC AT 6 11
## 1087 2001 NBA MIL MIL EC CD 5 9
## 1088 2001 NBA MIN MIN WC MW 3 5 C1
## 1089 2001 NBA NJN NJN EC AT 1 1 F
## 1090 2001 NBA NYK NYK EC AT 7 13
## 1091 2001 NBA ORL ORL EC AT 3 5 C1
## 1092 2001 NBA PHI PHI EC AT 4 6 C1
## 1093 2001 NBA PHO PHO WC PC 6 10
## 1094 2001 NBA POR POR WC PC 3 6 C1
## 1095 2001 NBA SAC SAC WC PC 1 1 CF
## 1096 2001 NBA SAS SAS WC MW 1 2 CS
## 1097 2001 NBA SEA SEA WC PC 4 7 C1
## 1098 2001 NBA TOR TOR EC CD 3 7 C1
## 1099 2001 NBA UTA UTA WC MW 4 8 C1
## 1100 2001 NBA WAS WAS EC AT 5 10
## 1101 2002 NBA ATL ATL EC CD 5 11
## 1102 2002 NBA BOS BOS EC AT 3 6 CS
## 1103 2002 NBA CHI CHI EC CD 6 12
## 1104 2002 NBA CLE CLE EC CD 8 15
## 1105 2002 NBA DAL DAL WC MW 1 3 CF
## 1106 2002 NBA DEN DEN WC MW 7 14
## 1107 2002 NBA DET DET EC CD 1 1 CF
## 1108 2002 NBA GSW GSW WC PC 6 11
## 1109 2002 NBA HOU HOU WC MW 5 9
## 1110 2002 NBA IND IND EC CD 2 3 C1
## 1111 2002 NBA LAC LAC WC PC 7 13
## 1112 2002 NBA LAL LAL WC PC 2 5 CS
## 1113 2002 NBA MEM MEM WC MW 6 12
## 1114 2002 NBA MIA MIA EC AT 7 13
## 1115 2002 NBA MIL MIL EC CD 4 7 C1
## 1116 2002 NBA MIN MIN WC MW 3 4 C1
## 1117 2002 NBA NJN NJN EC AT 1 2 F
## 1118 2002 NBA NOH NOH EC CD 3 5 C1
## 1119 2002 NBA NYK NYK EC AT 5 10
## 1120 2002 NBA ORL ORL EC AT 4 8 C1
## 1121 2002 NBA PHI PHI EC AT 2 4 CS
## 1122 2002 NBA PHO PHO WC PC 4 8 C1
## 1123 2002 NBA POR POR WC PC 2 6 C1
## 1124 2002 NBA SAC SAC WC PC 1 2 CS
## 1125 2002 NBA SAS SAS WC MW 1 1 NC
## 1126 2002 NBA SEA SEA WC PC 5 10
## 1127 2002 NBA TOR TOR EC CD 7 14
## 1128 2002 NBA UTA UTA WC MW 4 7 C1
## 1129 2002 NBA WAS WAS EC AT 5 9
## 1130 2003 NBA ATL ATL EC CD 7 12
## 1131 2003 NBA BOS BOS EC AT 4 8 C1
## 1132 2003 NBA CHI CHI EC CD 8 14
## 1133 2003 NBA CLE CLE EC CD 5 9
## 1134 2003 NBA DAL DAL WC MW 3 5 C1
## 1135 2003 NBA DEN DEN WC MW 6 8 C1
## 1136 2003 NBA DET DET EC CD 2 3 NC
## 1137 2003 NBA GSW GSW WC PC 4 11
## 1138 2003 NBA HOU HOU WC MW 5 7 C1
## 1139 2003 NBA IND IND EC CD 1 1 CF
## 1140 2003 NBA LAC LAC WC PC 7 14
## 1141 2003 NBA LAL LAL WC PC 1 2 F
## 1142 2003 NBA MEM MEM WC MW 4 6 C1
## 1143 2003 NBA MIA MIA EC AT 2 4 CS
## 1144 2003 NBA MIL MIL EC CD 3 6 C1
## 1145 2003 NBA MIN MIN WC MW 1 1 CF
## 1146 2003 NBA NJN NJN EC AT 1 2 CS
## 1147 2003 NBA NOH NOH EC CD 3 5 C1
## 1148 2003 NBA NYK NYK EC AT 3 7 C1
## 1149 2003 NBA ORL ORL EC AT 7 15
## 1150 2003 NBA PHI PHI EC AT 5 11
## 1151 2003 NBA PHO PHO WC PC 6 13
## 1152 2003 NBA POR POR WC PC 3 10
## 1153 2003 NBA SAC SAC WC PC 2 4 CS
## 1154 2003 NBA SAS SAS WC MW 2 3 CS
## 1155 2003 NBA SEA SEA WC PC 4 12
## 1156 2003 NBA TOR TOR EC CD 6 10
## 1157 2003 NBA UTA UTA WC MW 7 9
## 1158 2003 NBA WAS WAS EC AT 6 13
## 1159 2004 NBA ATL ATL EC SE 5 15
## 1160 2004 NBA BOS BOS EC AT 1 3 C1
## 1161 2004 NBA CHA CHA EC SE 4 14
## 1162 2004 NBA CHI CHI EC CD 2 4 C1
## 1163 2004 NBA CLE CLE EC CD 4 9
## 1164 2004 NBA DAL DAL WC SW 2 4 CS
## 1165 2004 NBA DEN DEN WC NW 2 7 C1
## 1166 2004 NBA DET DET EC CD 1 2 F
## 1167 2004 NBA GSW GSW WC PC 4 12
## 1168 2004 NBA HOU HOU WC SW 3 5 C1
## 1169 2004 NBA IND IND EC CD 3 6 CS
## 1170 2004 NBA LAC LAC WC PC 3 10
## 1171 2004 NBA LAL LAL WC PC 4 11
## 1172 2004 NBA MEM MEM WC SW 4 8 C1
## 1173 2004 NBA MIA MIA EC SE 1 1 CF
## 1174 2004 NBA MIL MIL EC CD 5 13
## 1175 2004 NBA MIN MIN WC NW 3 9
## 1176 2004 NBA NJN NJN EC AT 3 8 C1
## 1177 2004 NBA NOH NOH WC SW 5 15
## 1178 2004 NBA NYK NYK EC AT 4 12
## 1179 2004 NBA ORL ORL EC SE 3 10
## 1180 2004 NBA PHI PHI EC AT 2 7 C1
## 1181 2004 NBA PHO PHO WC PC 1 1 CF
## 1182 2004 NBA POR POR WC NW 4 13
## 1183 2004 NBA SAC SAC WC PC 2 6 C1
## 1184 2004 NBA SAS SAS WC SW 1 2 NC
## 1185 2004 NBA SEA SEA WC NW 1 3 CS
## 1186 2004 NBA TOR TOR EC AT 4 11
## 1187 2004 NBA UTA UTA WC NW 5 14
## 1188 2004 NBA WAS WAS EC SE 2 5 CS
## 1189 2005 NBA ATL ATL EC SE 4 14
## 1190 2005 NBA BOS BOS EC AT 3 11
## 1191 2005 NBA CHA CHA EC SE 4 13
## 1192 2005 NBA CHI CHI EC CD 3 7 C1
## 1193 2005 NBA CLE CLE EC CD 2 4 CS
## 1194 2005 NBA DAL DAL WC SW 2 4 F
## 1195 2005 NBA DEN DEN WC NW 1 3 C1
## 1196 2005 NBA DET DET EC CD 1 1 CF
## 1197 2005 NBA GSW GSW WC PC 5 13
## 1198 2005 NBA HOU HOU WC SW 5 12
## 1199 2005 NBA IND IND EC CD 3 6 C1
## 1200 2005 NBA LAC LAC WC PC 2 6 CS
## 1201 2005 NBA LAL LAL WC PC 3 7 C1
## 1202 2005 NBA MEM MEM WC SW 3 5 C1
## 1203 2005 NBA MIA MIA EC SE 1 2 NC
## 1204 2005 NBA MIL MIL EC CD 5 8 C1
## 1205 2005 NBA MIN MIN WC NW 4 14
## 1206 2005 NBA NJN NJN EC AT 1 3 CS
## 1207 2005 NBA NOK NOH WC SW 4 10
## 1208 2005 NBA NYK NYK EC AT 5 15
## 1209 2005 NBA ORL ORL EC SE 3 10
## 1210 2005 NBA PHI PHI EC AT 2 9
## 1211 2005 NBA PHO PHO WC PC 1 2 CF
## 1212 2005 NBA POR POR WC NW 5 15
## 1213 2005 NBA SAC SAC WC PC 4 8 C1
## 1214 2005 NBA SAS SAS WC SW 1 1 CS
## 1215 2005 NBA SEA SEA WC NW 3 11
## 1216 2005 NBA TOR TOR EC AT 4 12
## 1217 2005 NBA UTA UTA WC NW 2 9
## 1218 2005 NBA WAS WAS EC SE 2 5 C1
## 1219 2006 NBA ATL ATL EC SE 5 13
## 1220 2006 NBA BOS BOS EC AT 5 15
## 1221 2006 NBA CHA CHA EC SE 4 11
## 1222 2006 NBA CHI CHI EC CD 3 5 CS
## 1223 2006 NBA CLE CLE EC CD 2 2 F
## 1224 2006 NBA DAL DAL WC SW 1 1 C1
## 1225 2006 NBA DEN DEN WC NW 2 6 C1
## 1226 2006 NBA DET DET EC CD 1 1 CF
## 1227 2006 NBA GSW GSW WC PC 2 8 CS
## 1228 2006 NBA HOU HOU WC SW 3 5 C1
## 1229 2006 NBA IND IND EC CD 4 9
## 1230 2006 NBA LAC LAC WC PC 4 9
## 1231 2006 NBA LAL LAL WC PC 2 7 C1
## 1232 2006 NBA MEM MEM WC SW 5 15
## 1233 2006 NBA MIA MIA EC SE 1 4 C1
## 1234 2006 NBA MIL MIL EC CD 5 14
## 1235 2006 NBA MIN MIN WC NW 3 13
## 1236 2006 NBA NJN NJN EC AT 2 6 CS
## 1237 2006 NBA NOK NOH WC SW 4 10
## 1238 2006 NBA NYK NYK EC AT 4 12
## 1239 2006 NBA ORL ORL EC SE 3 8 C1
## 1240 2006 NBA PHI PHI EC AT 3 10
## 1241 2006 NBA PHO PHO WC PC 1 2 CS
## 1242 2006 NBA POR POR WC NW 3 12
## 1243 2006 NBA SAC SAC WC PC 5 11
## 1244 2006 NBA SAS SAS WC SW 2 3 NC
## 1245 2006 NBA SEA SEA WC NW 5 14
## 1246 2006 NBA TOR TOR EC AT 1 3 C1
## 1247 2006 NBA UTA UTA WC NW 1 4 CF
## 1248 2006 NBA WAS WAS EC SE 2 7 C1
## 1249 2007 NBA ATL ATL EC SE 3 8 C1
## 1250 2007 NBA BOS BOS EC AT 1 1 NC
## 1251 2007 NBA CHA CHA EC SE 4 12
## 1252 2007 NBA CHI CHI EC CD 4 11
## 1253 2007 NBA CLE CLE EC CD 2 4 CS
## 1254 2007 NBA DAL DAL WC SW 4 7 C1
## 1255 2007 NBA DEN DEN WC NW 2 8 C1
## 1256 2007 NBA DET DET EC CD 1 2 CF
## 1257 2007 NBA GSW GSW WC PC 3 9
## 1258 2007 NBA HOU HOU WC SW 3 5 C1
## 1259 2007 NBA IND IND EC CD 3 9
## 1260 2007 NBA LAC LAC WC PC 5 12
## 1261 2007 NBA LAL LAL WC PC 1 1 F
## 1262 2007 NBA MEM MEM WC SW 5 14
## 1263 2007 NBA MIA MIA EC SE 5 15
## 1264 2007 NBA MIL MIL EC CD 5 13
## 1265 2007 NBA MIN MIN WC NW 4 13
## 1266 2007 NBA NJN NJN EC AT 4 10
## 1267 2007 NBA NOH NOH WC SW 1 2 CS
## 1268 2007 NBA NYK NYK EC AT 5 14
## 1269 2007 NBA ORL ORL EC SE 1 3 CS
## 1270 2007 NBA PHI PHI EC AT 3 7 C1
## 1271 2007 NBA PHO PHO WC PC 2 6 C1
## 1272 2007 NBA POR POR WC NW 3 10
## 1273 2007 NBA SAC SAC WC PC 4 11
## 1274 2007 NBA SAS SAS WC SW 2 3 CF
## 1275 2007 NBA SEA SEA WC NW 5 15
## 1276 2007 NBA TOR TOR EC AT 2 6 C1
## 1277 2007 NBA UTA UTA WC NW 1 4 CS
## 1278 2007 NBA WAS WAS EC SE 2 5 C1
## 1279 2008 NBA ATL ATL EC SE 2 4 CS
## 1280 2008 NBA BOS BOS EC AT 1 2 CS
## 1281 2008 NBA CHA CHA EC SE 4 10
## 1282 2008 NBA CHI CHI EC CD 2 7 C1
## 1283 2008 NBA CLE CLE EC CD 1 1 CF
## 1284 2008 NBA DAL DAL WC SW 3 6 CS
## 1285 2008 NBA DEN DEN WC NW 1 2 CF
## 1286 2008 NBA DET DET EC CD 3 8 C1
## 1287 2008 NBA GSW GSW WC PC 3 10
## 1288 2008 NBA HOU HOU WC SW 2 5 CS
## 1289 2008 NBA IND IND EC CD 4 9
## 1290 2008 NBA LAC LAC WC PC 4 14
## 1291 2008 NBA LAL LAL WC PC 1 1 NC
## 1292 2008 NBA MEM MEM WC SW 5 12
## 1293 2008 NBA MIA MIA EC SE 3 5 C1
## 1294 2008 NBA MIL MIL EC CD 5 12
## 1295 2008 NBA MIN MIN WC NW 4 11
## 1296 2008 NBA NJN NJN EC AT 3 11
## 1297 2008 NBA NOH NOH WC SW 4 7 C1
## 1298 2008 NBA NYK NYK EC AT 5 14
## 1299 2008 NBA OKC SEA WC NW 5 13
## 1300 2008 NBA ORL ORL EC SE 1 3 F
## 1301 2008 NBA PHI PHI EC AT 2 6 C1
## 1302 2008 NBA PHO PHO WC PC 2 9
## 1303 2008 NBA POR POR WC NW 2 4 C1
## 1304 2008 NBA SAC SAC WC PC 5 15
## 1305 2008 NBA SAS SAS WC SW 1 3 C1
## 1306 2008 NBA TOR TOR EC AT 4 13
## 1307 2008 NBA UTA UTA WC NW 3 8 C1
## 1308 2008 NBA WAS WAS EC SE 5 15
## name o_fgm o_fga o_ftm o_fta o_3pm o_3pa o_oreb o_dreb
## 439 Atlanta Hawks 3279 7176 1836 2451 0 0 1244 2512
## 440 Boston Celtics 3462 7775 1648 2181 0 0 1241 2966
## 441 Buffalo Braves 3366 7475 1880 2492 0 0 1213 2623
## 442 Chicago Bulls 3249 7186 1613 2159 0 0 1292 2705
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## 818 Boston Celtics 3453 7093 1486 1912 110 383 1076 2436
## 819 Charlotte Hornets 3512 7210 1831 2374 175 537 1095 2508
## 820 Chicago Bulls 3475 7205 1431 1952 244 669 1290 2283
## 821 Cleveland Cavaliers 3425 6887 1699 2119 283 742 929 2496
## 822 Dallas Mavericks 3164 7271 1530 2171 283 837 1234 2265
## 823 Denver Nuggets 3352 7282 1784 2360 138 454 1266 2564
## 824 Detroit Pistons 3267 7211 1426 1957 292 908 1293 2315
## 825 Golden State Warriors 3474 7212 1768 2465 298 852 1219 2384
## 826 Houston Rockets 3280 6744 1584 2090 387 1073 985 2532
## 827 Indiana Pacers 3371 7022 1837 2399 257 789 1220 2455
## 828 Los Angeles Clippers 3544 7329 1562 2177 133 491 1183 2360
## 829 Los Angeles Lakers 3309 6994 1741 2304 187 626 1103 2288
## 830 Miami Heat 3127 6850 1908 2476 333 940 1134 2384
## 831 Milwaukee Bucks 3268 6924 1544 2081 312 936 1050 2113
## 832 Minnesota Timberwolves 3043 6529 1794 2247 166 569 940 2204
## 833 New Jersey Nets 3272 7084 1732 2258 155 488 1291 2506
## 834 New York Knicks 3209 6898 1717 2316 193 604 1150 2660
## 835 Orlando Magic 3257 6708 1821 2495 317 889 1040 2566
## 836 Philadelphia 76ers 3225 7075 1776 2259 330 941 1031 2431
## 837 Phoenix Suns 3494 7093 1912 2539 398 1095 1141 2510
## 838 Portland Trail Blazers 3361 7343 1901 2551 275 843 1226 2507
## 839 Sacramento Kings 3360 7264 1865 2447 262 788 1137 2281
## 840 San Antonio Spurs 3311 6762 1794 2346 236 692 919 2542
## 841 Seattle Supersonics 3473 7140 1720 2259 218 610 1222 2254
## 842 Utah Jazz 3336 6828 1907 2491 130 414 1041 2463
## 843 Washington Bullets 3302 7065 1575 2107 174 578 1031 2317
## 844 Atlanta Hawks 3247 7039 1556 2070 268 830 1250 2423
## 845 Boston Celtics 3333 7057 1463 2003 138 477 1037 2380
## 846 Charlotte Hornets 3382 7100 1632 2135 336 916 1019 2475
## 847 Chicago Bulls 3245 6815 1310 1859 233 659 1143 2391
## 848 Cleveland Cavaliers 3133 6731 1736 2254 294 813 1090 2353
## 849 Dallas Mavericks 3055 7070 1450 1942 241 773 1271 2150
## 850 Denver Nuggets 3156 6781 1739 2423 170 597 1105 2557
## 851 Detroit Pistons 3169 7017 1253 1715 358 1041 1027 2320
## 852 Golden State Warriors 3512 7145 1529 2304 291 859 1183 2396
## 853 Houston Rockets 3197 6733 1469 1978 429 1285 926 2619
## 854 Indiana Pacers 3167 6516 1762 2387 184 500 1130 2409
## 855 Los Angeles Clippers 3343 7163 1509 2128 252 831 1120 2410
## 856 Los Angeles Lakers 3291 7316 1410 1967 241 803 1260 2204
## 857 Miami Heat 3197 6896 1744 2223 337 997 1235 2407
## 858 Milwaukee Bucks 3044 6807 1530 2181 331 1019 1126 2154
## 859 Minnesota Timberwolves 2985 6535 1777 2303 183 557 990 2343
## 860 New Jersey Nets 3169 7115 1900 2495 223 683 1300 2556
## 861 New York Knicks 3098 6735 1564 2097 316 908 1175 2542
## 862 Orlando Magic 3341 6883 1590 2346 394 1137 1177 2356
## 863 Philadelphia 76ers 3103 6819 1509 2112 318 942 1012 2394
## 864 Phoenix Suns 3429 7080 1674 2301 344 1042 1220 2453
## 865 Portland Trail Blazers 3371 7427 1781 2396 272 770 1302 2460
## 866 Sacramento Kings 3179 7027 1676 2292 257 729 1122 2349
## 867 San Antonio Spurs 3178 6688 1597 2151 249 714 1189 2597
## 868 Seattle Supersonics 3338 6901 1769 2374 242 722 1148 2233
## 869 Utah Jazz 3207 6729 1761 2379 179 559 1059 2385
## 870 Washington Bullets 3195 6826 1618 2162 221 744 1071 2189
## 871 Atlanta Hawks 2986 6680 1410 1948 539 1580 1104 2272
## 872 Boston Celtics 3179 6847 1708 2268 362 984 1156 2320
## 873 Charlotte Hornets 3051 6438 1587 2042 560 1409 832 2395
## 874 Chicago Bulls 3191 6710 1500 2065 443 1187 1106 2294
## 875 Cleveland Cavaliers 2756 6255 1507 1982 398 1033 1045 2237
## 876 Dallas Mavericks 3227 7342 1622 2210 386 1200 1514 2433
## 877 Denver Nuggets 3098 6461 1700 2305 413 1160 1040 2402
## 878 Detroit Pistons 3060 6633 1439 1941 494 1396 958 2204
## 879 Golden State Warriors 3217 6873 1687 2395 546 1602 1101 2371
## 880 Houston Rockets 3159 6579 1527 2039 646 1757 880 2440
## 881 Indiana Pacers 2983 6248 1796 2390 374 985 1051 2290
## 882 Los Angeles Clippers 3060 6888 1476 2079 331 1051 1064 2076
## 883 Los Angeles Lakers 3284 7088 1523 2072 525 1492 1126 2316
## 884 Miami Heat 3144 6738 1569 2133 436 1182 1092 2272
## 885 Milwaukee Bucks 3022 6586 1608 2259 494 1349 1063 2187
## 886 Minnesota Timberwolves 2792 6219 1824 2355 318 1016 883 2090
## 887 New Jersey Nets 2939 6738 1750 2305 414 1297 1213 2569
## 888 New York Knicks 2985 6394 1552 2114 532 1446 929 2473
## 889 Orlando Magic 3460 6899 1648 2465 523 1412 1149 2457
## 890 Philadelphia 76ers 2949 6577 1567 2125 355 936 1105 2230
## 891 Phoenix Suns 3356 6967 1777 2352 584 1584 1027 2403
## 892 Portland Trail Blazers 3217 7134 1555 2230 462 1266 1352 2443
## 893 Sacramento Kings 3025 6463 1647 2317 359 1037 1073 2325
## 894 San Antonio Spurs 3236 6687 1836 2487 434 1158 1029 2661
## 895 Seattle Supersonics 3310 6741 1944 2564 491 1305 1068 2337
## 896 Utah Jazz 3243 6339 1939 2483 301 801 874 2412
## 897 Washington Bullets 3176 6899 1457 2013 433 1264 1044 2219
## 898 Atlanta Hawks 2985 6665 1523 2012 566 1595 1182 2148
## 899 Boston Celtics 3163 6942 1630 2284 539 1453 1050 2427
## 900 Charlotte Hornets 3108 6618 1631 2119 584 1520 987 2256
## 901 Chicago Bulls 3293 6892 1495 2004 544 1349 1247 2411
## 902 Cleveland Cavaliers 2761 5998 1355 1775 596 1582 867 2055
## 903 Dallas Mavericks 3124 7431 1426 1975 735 2039 1408 2379
## 904 Denver Nuggets 3001 6657 1614 2173 397 1148 1057 2487
## 905 Detroit Pistons 2810 6122 1657 2206 545 1350 884 2440
## 906 Golden State Warriors 3056 6700 1775 2340 447 1199 1173 2285
## 907 Houston Rockets 3078 6638 1611 2106 637 1761 919 2455
## 908 Indiana Pacers 2979 6205 1823 2416 363 973 1010 2262
## 909 Los Angeles Clippers 3126 6618 1392 1984 509 1374 979 2190
## 910 Los Angeles Lakers 3216 6706 1529 2049 477 1359 995 2303
## 911 Miami Heat 2902 6348 1553 2187 552 1458 999 2495
## 912 Milwaukee Bucks 3034 6490 1412 1914 357 1056 973 2164
## 913 Minnesota Timberwolves 2974 6481 1797 2314 279 857 985 2271
## 914 New Jersey Nets 2881 6750 1672 2244 250 746 1350 2503
## 915 New York Knicks 3003 6382 1480 1954 485 1285 829 2449
## 916 Orlando Magic 3203 6640 1543 2232 622 1645 966 2401
## 917 Philadelphia 76ers 2796 6418 1662 2263 492 1438 1031 2161
## 918 Phoenix Suns 3159 6673 1907 2472 327 984 1009 2501
## 919 Portland Trail Blazers 3064 6688 1537 2321 480 1358 1160 2577
## 920 Sacramento Kings 2971 6494 1759 2407 462 1194 1114 2345
## 921 San Antonio Spurs 3148 6602 1663 2261 518 1320 937 2586
## 922 Seattle Supersonics 3074 6401 1843 2424 581 1596 954 2449
## 923 Toronto Raptors 3084 6598 1412 1953 414 1168 1071 2213
## 924 Utah Jazz 3129 6417 1769 2302 377 1013 993 2373
## 925 Vancouver Grizzlies 2772 6483 1446 1998 372 1129 957 2170
## 926 Washington Bullets 3202 6618 1511 2076 493 1212 930 2327
## 927 Atlanta Hawks 2812 6307 1491 1955 659 1834 1021 2350
## 928 Boston Celtics 3066 6967 1649 2199 467 1331 1095 2188
## 929 Charlotte Hornets 2988 6342 1541 1984 591 1382 910 2298
## 930 Chicago Bulls 3277 6923 1381 1848 523 1403 1235 2461
## 931 Cleveland Cavaliers 2704 5972 1282 1773 483 1284 909 2159
## 932 Dallas Mavericks 2813 6452 1375 1918 430 1316 1040 2262
## 933 Denver Nuggets 2934 6687 1516 1992 636 1711 994 2452
## 934 Detroit Pistons 2827 6095 1487 1995 582 1499 858 2292
## 935 Golden State Warriors 2997 6567 1696 2180 481 1363 1086 2259
## 936 Houston Rockets 3037 6484 1503 1992 671 1839 927 2565
## 937 Indiana Pacers 2851 6254 1687 2336 430 1130 1029 2390
## 938 Los Angeles Clippers 2989 6696 1517 2074 474 1339 1092 2242
## 939 Los Angeles Lakers 3018 6642 1613 2330 551 1500 1092 2414
## 940 Miami Heat 2822 6235 1454 2022 678 1865 957 2402
## 941 Milwaukee Bucks 2967 6303 1560 2104 324 920 955 2263
## 942 Minnesota Timberwolves 2937 6436 1637 2180 371 1093 957 2302
## 943 New Jersey Nets 2994 7091 1502 2031 484 1371 1410 2376
## 944 New York Knicks 2882 6227 1585 2119 470 1294 973 2516
## 945 Orlando Magic 2839 6497 1474 1975 567 1662 1071 2221
## 946 Philadelphia 76ers 3003 6850 1776 2450 433 1356 1267 2355
## 947 Phoenix Suns 3143 6705 1618 2125 527 1428 916 2376
## 948 Portland Trail Blazers 3000 6465 1613 2261 501 1401 1058 2494
## 949 Sacramento Kings 3000 6611 1494 2067 414 1058 1100 2307
## 950 San Antonio Spurs 2827 6391 1386 1929 378 1180 1101 2129
## 951 Seattle Supersonics 2995 6415 1725 2295 559 1583 1010 2271
## 952 Toronto Raptors 2897 6632 1446 2008 589 1624 1135 2254
## 953 Utah Jazz 3131 6217 1858 2416 334 902 889 2410
## 954 Vancouver Grizzlies 2819 6453 1230 1734 445 1274 1023 2155
## 955 Washington Bullets 3208 6678 1400 1979 331 1001 1010 2420
## 956 Atlanta Hawks 2887 6352 1749 2314 337 1016 1105 2418
## 957 Boston Celtics 3012 6934 1425 1964 415 1249 1196 2044
## 958 Charlotte Hornets 2968 6344 1641 2186 346 904 985 2341
## 959 Chicago Bulls 3064 6801 1492 2009 311 962 1243 2438
## 960 Cleveland Cavaliers 2817 6207 1653 2187 298 801 955 2331
## 961 Dallas Mavericks 2882 6754 1308 1738 422 1183 1007 2281
## 962 Denver Nuggets 2677 6412 1658 2147 288 893 1040 2157
## 963 Detroit Pistons 2862 6373 1704 2288 293 938 1044 2338
## 964 Golden State Warriors 2845 6884 1358 1912 189 696 1288 2473
## 965 Houston Rockets 2946 6513 1634 2120 573 1670 987 2350
## 966 Indiana Pacers 2921 6223 1631 2136 401 1029 874 2348
## 967 Los Angeles Clippers 2930 6690 1480 2047 525 1468 1040 2276
## 968 Los Angeles Lakers 3146 6536 1863 2743 497 1415 1079 2471
## 969 Miami Heat 2850 6327 1539 2082 548 1544 1028 2419
## 970 Milwaukee Bucks 2918 6399 1663 2167 249 703 1035 2236
## 971 Minnesota Timberwolves 3157 6844 1673 2253 303 873 1063 2429
## 972 New Jersey Nets 3055 6928 1750 2351 310 937 1344 2137
## 973 New York Knicks 2864 6413 1399 1812 382 1139 978 2434
## 974 Orlando Magic 2771 6455 1552 2138 293 907 1178 2203
## 975 Philadelphia 76ers 2837 6409 1734 2352 243 810 1125 2294
## 976 Phoenix Suns 3138 6710 1459 1948 431 1211 991 2452
## 977 Portland Trail Blazers 2885 6397 1640 2226 324 1047 1086 2522
## 978 Sacramento Kings 2957 6684 1440 2096 283 806 1094 2304
## 979 San Antonio Spurs 2898 6187 1489 2164 302 863 984 2638
## 980 Seattle Supersonics 3052 6458 1521 2109 621 1569 931 2225
## 981 Toronto Raptors 2965 6813 1479 2060 372 1086 1187 2149
## 982 Utah Jazz 2993 6113 2044 2644 249 670 962 2405
## 983 Vancouver Grizzlies 3006 6567 1586 2145 325 898 1081 2313
## 984 Washington Wizards 3080 6811 1489 2156 320 944 1121 2341
## 1014 Atlanta Hawks 3000 6807 1477 1987 258 814 1146 2570
## 1015 Boston Celtics 3054 6880 1621 2175 417 1260 1108 2420
## 1016 Charlotte Hornets 2935 6533 1863 2458 339 1001 884 2635
## 1017 Chicago Bulls 2565 6180 1482 2089 340 1032 1032 2323
## 1018 Cleveland Cavaliers 2977 6734 1653 2205 343 919 1010 2499
## 1019 Dallas Mavericks 3195 7047 1407 1751 519 1326 931 2444
## 1020 Denver Nuggets 3057 6911 1531 2116 470 1397 1073 2590
## 1021 Detroit Pistons 3044 6635 1956 2506 439 1223 917 2458
## 1022 Golden State Warriors 2996 7140 1497 2147 345 1069 1300 2438
## 1023 Houston Rockets 3001 6664 1573 2145 581 1625 1008 2586
## 1024 Indiana Pacers 3047 6640 1629 2008 583 1487 842 2612
## 1025 Los Angeles Clippers 2877 6757 1363 1826 429 1267 955 2377
## 1026 Los Angeles Lakers 3137 6836 1649 2368 344 1047 1117 2738
## 1027 Miami Heat 2974 6462 1345 1827 446 1202 921 2619
## 1028 Milwaukee Bucks 3174 6827 1558 1982 394 1069 1016 2373
## 1029 Minnesota Timberwolves 3226 6910 1379 1769 248 716 1016 2471
## 1030 New Jersey Nets 2979 6881 1601 2041 477 1374 1040 2315
## 1031 New York Knicks 2897 6374 1410 1805 351 937 802 2521
## 1032 Orlando Magic 3169 7014 1574 2142 294 870 1145 2540
## 1033 Philadelphia 76ers 2993 6776 1577 2226 208 643 1147 2468
## 1034 Phoenix Suns 3093 6771 1467 1934 458 1246 1022 2558
## 1035 Portland Trail Blazers 3021 6430 1542 2029 407 1128 966 2560
## 1036 Sacramento Kings 3276 7288 1521 2016 534 1656 1056 2635
## 1037 San Antonio Spurs 2952 6393 1652 2214 330 882 927 2666
## 1038 Seattle Supersonics 3108 6946 1363 1960 546 1611 1042 2483
## 1039 Toronto Raptors 2980 6882 1583 2068 425 1171 1098 2449
## 1040 Utah Jazz 2962 6380 1661 2150 329 854 936 2426
## 1041 Vancouver Grizzlies 2892 6441 1594 2060 324 898 1005 2324
## 1042 Washington Wizards 3010 6681 1566 2107 335 890 1064 2438
## 1043 Atlanta Hawks 2876 6668 1374 1811 333 933 1028 2490
## 1044 Boston Celtics 2773 6485 1621 2190 592 1633 897 2367
## 1045 Charlotte Hornets 2800 6501 1599 2146 340 984 1033 2608
## 1046 Chicago Bulls 2721 6411 1410 1909 329 950 926 2260
## 1047 Cleveland Cavaliers 2890 6532 1561 2040 220 659 1015 2440
## 1048 Dallas Mavericks 3085 6716 1552 1954 517 1357 831 2571
## 1049 Denver Nuggets 2979 6877 1448 1964 512 1444 1044 2583
## 1050 Detroit Pistons 2919 6880 1610 2233 389 1112 1108 2626
## 1051 Golden State Warriors 2937 7175 1428 2024 282 964 1345 2385
## 1052 Houston Rockets 2943 6494 1582 2086 504 1412 919 2524
## 1053 Indiana Pacers 2828 6431 1539 2009 396 1159 921 2595
## 1054 Los Angeles Clippers 2896 6467 1429 2061 360 1063 962 2559
## 1055 Los Angeles Lakers 3109 6685 1594 2333 439 1275 1085 2583
## 1056 Miami Heat 2694 6258 1423 1874 478 1384 813 2435
## 1057 Milwaukee Bucks 3112 6798 1474 1874 562 1481 975 2500
## 1058 Minnesota Timberwolves 3148 6871 1364 1737 322 901 1002 2470
## 1059 New Jersey Nets 2781 6550 1629 2146 361 1084 909 2337
## 1060 New York Knicks 2755 6198 1374 1727 391 1115 773 2524
## 1061 Orlando Magic 3013 6873 1476 2068 490 1346 1069 2450
## 1062 Philadelphia 76ers 2902 6487 1697 2277 262 803 1075 2600
## 1063 Phoenix Suns 2944 6757 1490 1973 332 1054 970 2529
## 1064 Portland Trail Blazers 3004 6417 1447 1899 369 1057 960 2481
## 1065 Sacramento Kings 3132 6969 1600 2075 479 1353 987 2705
## 1066 San Antonio Spurs 2884 6262 1673 2340 445 1094 902 2712
## 1067 Seattle Supersonics 3029 6649 1454 1986 466 1169 999 2422
## 1068 Toronto Raptors 3048 6972 1482 1984 429 1164 1118 2529
## 1069 Utah Jazz 2960 6289 1714 2280 325 852 943 2383
## 1070 Vancouver Grizzlies 2870 6539 1457 1892 325 947 894 2431
## 1071 Washington Wizards 2833 6453 1704 2245 275 848 1016 2370
## 1072 Atlanta Hawks 2901 6610 1486 1942 423 1194 955 2445
## 1073 Boston Celtics 2852 6731 1498 1960 699 1946 891 2570
## 1074 Charlotte Hornets 2893 6580 1568 2105 346 994 1059 2505
## 1075 Chicago Bulls 2811 6491 1413 1958 300 868 924 2359
## 1076 Cleveland Cavaliers 2948 6582 1529 1980 387 1026 968 2483
## 1077 Dallas Mavericks 3200 6930 1608 1994 621 1645 918 2568
## 1078 Denver Nuggets 2915 6870 1306 1756 423 1285 1117 2310
## 1079 Detroit Pistons 2845 6300 1478 1954 567 1509 810 2366
## 1080 Golden State Warriors 2998 6989 1693 2344 320 994 1334 2493
## 1081 Houston Rockets 2837 6629 1402 1893 496 1480 1025 2411
## 1082 Indiana Pacers 2935 6580 1663 2155 405 1195 930 2568
## 1083 Los Angeles Clippers 2970 6668 1498 2026 408 1147 1083 2474
## 1084 Los Angeles Lakers 3150 6840 1494 2138 510 1439 1022 2607
## 1085 Memphis Grizzlies 2851 6535 1334 1883 336 1096 984 2413
## 1086 Miami Heat 2801 6382 1236 1708 312 899 902 2544
## 1087 Milwaukee Bucks 3041 6577 1321 1767 593 1583 841 2557
## 1088 Minnesota Timberwolves 3175 6887 1399 1754 396 1047 1059 2562
## 1089 New Jersey Nets 3042 6816 1402 1907 403 1194 1039 2515
## 1090 New York Knicks 2817 6520 1406 1786 474 1344 876 2458
## 1091 Orlando Magic 3087 6893 1446 1917 620 1660 942 2440
## 1092 Philadelphia 76ers 2804 6436 1639 2104 214 715 1092 2534
## 1093 Phoenix Suns 3097 6934 1250 1630 358 1096 1072 2429
## 1094 Portland Trail Blazers 3004 6671 1451 1901 466 1318 1085 2444
## 1095 Sacramento Kings 3267 7003 1618 2154 426 1160 1013 2702
## 1096 San Antonio Spurs 2913 6363 1668 2249 438 1211 907 2566
## 1097 Seattle Supersonics 3131 6681 1263 1672 489 1292 968 2333
## 1098 Toronto Raptors 2919 6727 1269 1717 387 1109 1114 2336
## 1099 Utah Jazz 2869 6374 1853 2430 280 842 1109 2349
## 1100 Washington Wizards 2938 6664 1428 1866 305 786 1055 2393
## 1101 Atlanta Hawks 2859 6434 1594 2011 402 1141 937 2558
## 1102 Boston Celtics 2700 6509 1480 1994 719 2155 849 2471
## 1103 Chicago Bulls 2991 6714 1455 2014 349 997 985 2541
## 1104 Cleveland Cavaliers 2850 6746 1502 2012 293 896 1118 2542
## 1105 Dallas Mavericks 3161 6982 1486 1793 636 1668 912 2544
## 1106 Denver Nuggets 2689 6544 1294 1850 229 824 1112 2363
## 1107 Detroit Pistons 2700 6277 1559 2021 533 1488 883 2445
## 1108 Golden State Warriors 3061 6941 1853 2382 425 1235 1284 2546
## 1109 Houston Rockets 2840 6461 1569 2044 439 1267 1024 2564
## 1110 Indiana Pacers 2911 6608 1739 2271 379 1119 1004 2622
## 1111 Los Angeles Clippers 2835 6490 1633 2177 390 1178 1008 2462
## 1112 Los Angeles Lakers 3091 6856 1562 2129 486 1367 1078 2554
## 1113 Memphis Grizzlies 3049 6743 1430 1936 467 1279 943 2466
## 1114 Miami Heat 2688 6517 1292 1689 348 1100 948 2464
## 1115 Milwaukee Bucks 3045 6670 1483 1911 585 1526 876 2367
## 1116 Minnesota Timberwolves 3172 6809 1406 1826 296 804 959 2614
## 1117 New Jersey Nets 2906 6585 1662 2195 346 1041 991 2528
## 1118 New Orleans Hornets 2914 6695 1467 1910 404 1075 1097 2475
## 1119 New York Knicks 2967 6725 1320 1620 606 1582 842 2376
## 1120 Orlando Magic 2947 6763 1616 2079 568 1590 958 2392
## 1121 Philadelphia 76ers 2975 6640 1746 2253 245 787 1042 2415
## 1122 Phoenix Suns 3005 6776 1430 1928 394 1149 1049 2440
## 1123 Portland Trail Blazers 2987 6491 1450 1947 379 1150 992 2378
## 1124 Sacramento Kings 3242 6990 1367 1832 491 1288 900 2751
## 1125 San Antonio Spurs 2908 6297 1591 2194 449 1270 939 2556
## 1126 Seattle Supersonics 2887 6599 1325 1780 456 1291 963 2385
## 1127 Toronto Raptors 2847 6664 1350 1879 409 1193 1023 2355
## 1128 Utah Jazz 2894 6189 1750 2349 224 641 1021 2381
## 1129 Washington Wizards 2816 6394 1617 2077 253 811 917 2395
## 1130 Atlanta Hawks 2829 6529 1534 1976 419 1249 996 2507
## 1131 Boston Celtics 2843 6415 1572 2095 553 1599 851 2440
## 1132 Chicago Bulls 2798 6753 1330 1834 429 1256 1048 2519
## 1133 Cleveland Cavaliers 2922 6753 1528 2030 247 786 1118 2619
## 1134 Dallas Mavericks 3322 7230 1475 1854 507 1456 1174 2538
## 1135 Denver Nuggets 2993 6763 1655 2159 331 985 1083 2387
## 1136 Detroit Pistons 2747 6314 1561 2074 333 968 1014 2492
## 1137 Golden State Warriors 2875 6511 1470 2028 429 1283 1002 2533
## 1138 Houston Rockets 2738 6195 1371 1774 515 1406 847 2647
## 1139 Indiana Pacers 2753 6322 1538 2014 449 1281 965 2452
## 1140 Los Angeles Clippers 2817 6579 1808 2302 329 1024 1149 2416
## 1141 Los Angeles Lakers 3028 6676 1631 2352 365 1115 1001 2535
## 1142 Memphis Grizzlies 2963 6657 1557 2143 447 1314 1047 2381
## 1143 Miami Heat 2729 6417 1459 1915 485 1357 940 2459
## 1144 Milwaukee Bucks 2970 6650 1698 2192 401 1145 960 2502
## 1145 Minnesota Timberwolves 3033 6571 1361 1743 326 897 875 2645
## 1146 New Jersey Nets 2813 6372 1398 1856 377 1123 862 2473
## 1147 New Orleans Hornets 2772 6605 1454 1937 531 1666 1091 2418
## 1148 New York Knicks 2881 6513 1374 1732 406 1115 950 2543
## 1149 Orlando Magic 2904 6768 1474 2000 429 1248 1003 2350
## 1150 Philadelphia 76ers 2682 6260 1512 2009 339 992 941 2408
## 1151 Phoenix Suns 2958 6671 1392 1865 415 1202 924 2406
## 1152 Portland Trail Blazers 2898 6467 1263 1728 381 1102 1040 2376
## 1153 Sacramento Kings 3103 6711 1626 2044 601 1498 888 2492
## 1154 San Antonio Spurs 2842 6434 1409 2069 408 1140 1029 2669
## 1155 Seattle Supersonics 2939 6590 1363 1782 723 1936 907 2318
## 1156 Toronto Raptors 2654 6348 1237 1650 461 1294 830 2419
## 1157 Utah Jazz 2690 6172 1639 2196 252 786 1103 2272
## 1158 Washington Wizards 2758 6556 1579 2211 433 1269 1115 2392
## 1159 Atlanta Hawks 2942 6672 1417 1994 304 973 1100 2335
## 1160 Boston Celtics 3046 6511 1775 2323 437 1252 909 2438
## 1161 Charlotte Bobcats 2961 6859 1487 2096 320 881 1083 2335
## 1162 Chicago Bulls 2849 6592 1536 2048 511 1433 1001 2591
## 1163 Cleveland Cavaliers 2990 6687 1634 2174 300 904 1117 2352
## 1164 Dallas Mavericks 3058 6691 1826 2314 463 1273 990 2530
## 1165 Denver Nuggets 3038 6615 1765 2313 320 940 967 2473
## 1166 Detroit Pistons 2851 6421 1588 2150 363 1053 1054 2507
## 1167 Golden State Warriors 3029 7039 1412 1955 624 1774 1069 2436
## 1168 Houston Rockets 2846 6419 1551 1986 553 1521 874 2601
## 1169 Indiana Pacers 2668 6169 1748 2206 542 1575 868 2418
## 1170 Los Angeles Clippers 2924 6368 1770 2274 231 669 980 2455
## 1171 Los Angeles Lakers 2895 6629 1661 2137 644 1813 1028 2511
## 1172 Memphis Grizzlies 2802 6271 1526 2024 531 1486 887 2307
## 1173 Miami Heat 3097 6368 1658 2466 475 1260 887 2639
## 1174 Milwaukee Bucks 2964 6580 1720 2229 325 925 985 2405
## 1175 Minnesota Timberwolves 3045 6629 1449 1820 395 1145 947 2580
## 1176 New Jersey Nets 2753 6419 1555 2039 435 1203 855 2387
## 1177 New Orleans Hornets 2718 6556 1401 1830 415 1316 1019 2281
## 1178 New York Knicks 2978 6599 1580 2060 441 1240 965 2393
## 1179 Orlando Magic 3034 6679 1772 2335 320 916 1038 2544
## 1180 Philadelphia 76ers 2946 6736 1731 2194 505 1453 909 2536
## 1181 Phoenix Suns 3351 7018 1556 2080 796 2026 967 2652
## 1182 Portland Trail Blazers 2896 6422 1409 1944 420 1161 970 2404
## 1183 Sacramento Kings 3203 6978 1577 2004 522 1396 1023 2455
## 1184 San Antonio Spurs 2923 6450 1535 2120 507 1395 987 2489
## 1185 Seattle Supersonics 2882 6498 1683 2131 666 1824 1041 2311
## 1186 Toronto Raptors 2952 6656 1626 2101 648 1681 844 2444
## 1187 Utah Jazz 2828 6301 1719 2272 250 762 1047 2243
## 1188 Washington Wizards 2966 6794 1795 2476 514 1498 1133 2374
## 1189 Atlanta Hawks 2946 6496 1656 2207 424 1154 1069 2232
## 1190 Boston Celtics 2951 6322 1664 2204 467 1290 813 2432
## 1191 Charlotte Bobcats 2961 6843 1593 2186 428 1261 990 2270
## 1192 Chicago Bulls 3004 6737 1452 1967 560 1477 906 2602
## 1193 Cleveland Cavaliers 2908 6412 1689 2318 497 1465 959 2511
## 1194 Dallas Mavericks 2948 6375 1818 2322 416 1113 1030 2431
## 1195 Denver Nuggets 3078 6672 1721 2312 350 1076 903 2486
## 1196 Detroit Pistons 2983 6558 1418 1950 557 1451 975 2347
## 1197 Golden State Warriors 2939 6785 1573 2190 625 1832 980 2485
## 1198 Houston Rockets 2708 6252 1502 1980 469 1414 849 2565
## 1199 Indiana Pacers 2786 6274 1591 2158 536 1536 898 2559
## 1200 Los Angeles Clippers 2993 6443 1694 2142 290 843 828 2704
## 1201 Los Angeles Lakers 2992 6607 1618 2172 552 1583 970 2488
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## confLoss divWon divLoss pace won lost games min
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## 440 18 9 7 0 44 38 82 19830
## 441 28 6 10 0 30 52 82 19730
## 442 21 10 10 0 44 38 82 19805
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## 1242 33 7 9 0 32 50 82 19955
## 1243 34 5 11 0 33 49 82 19805
## 1244 14 10 6 0 58 24 82 19780
## 1245 34 8 8 0 31 51 82 19830
## 1246 19 11 5 0 47 35 82 19755
## 1247 20 10 6 0 51 31 82 19805
## 1248 25 8 8 0 41 41 82 19830
## 1249 28 9 7 93 37 45 82 19855
## 1250 11 14 2 92 66 16 82 19755
## 1251 33 7 9 94 32 50 82 19880
## 1252 28 11 5 95 33 49 82 19805
## 1253 24 7 9 92 45 37 82 19855
## 1254 19 10 6 91 51 31 82 19730
## 1255 21 10 6 102 50 32 82 19855
## 1256 15 11 5 89 59 23 82 19730
## 1257 24 10 6 101 48 34 82 19780
## 1258 19 8 8 92 55 27 82 19730
## 1259 28 5 11 99 36 46 82 19755
## 1260 39 5 11 94 23 59 82 19805
## 1261 15 12 4 97 57 25 82 19780
## 1262 41 2 14 97 22 60 82 19805
## 1263 44 2 14 92 15 67 82 19830
## 1264 34 6 10 93 26 56 82 19855
## 1265 38 3 13 93 22 60 82 19730
## 1266 26 4 12 93 34 48 82 19830
## 1267 18 10 6 91 56 26 82 19805
## 1268 32 5 11 94 23 59 82 19880
## 1269 14 12 4 95 52 30 82 19780
## 1270 27 7 9 92 40 42 82 19755
## 1271 21 10 6 98 55 27 82 19780
## 1272 26 11 5 90 41 41 82 19905
## 1273 31 3 13 97 38 44 82 19830
## 1274 19 10 6 90 56 26 82 19730
## 1275 40 6 10 98 20 62 82 19830
## 1276 23 10 6 92 41 41 82 19830
## 1277 19 10 6 94 54 28 82 19705
## 1278 23 10 6 92 43 39 82 19905
## 1279 22 11 5 91 47 35 82 19705
## 1280 11 15 1 93 62 20 82 19880
## 1281 32 5 11 91 35 47 82 19930
## 1282 28 9 7 96 41 41 82 19930
## 1283 12 13 3 91 66 16 82 19780
## 1284 23 7 9 94 50 32 82 19805
## 1285 17 12 4 96 54 28 82 19730
## 1286 26 7 9 89 39 43 82 19905
## 1287 34 6 10 101 29 53 82 19880
## 1288 17 9 7 93 53 29 82 19805
## 1289 29 7 9 99 36 46 82 19830
## 1290 42 2 14 95 19 63 82 19880
## 1291 8 14 2 97 65 17 82 19780
## 1292 38 5 11 92 24 58 82 19805
## 1293 24 9 7 93 43 39 82 19955
## 1294 31 4 12 95 34 48 82 19780
## 1295 39 3 13 94 24 58 82 19805
## 1296 29 8 8 92 34 48 82 19830
## 1297 22 9 7 90 49 33 82 19755
## 1298 32 5 11 99 32 50 82 19805
## 1299 37 4 12 96 23 59 82 19805
## 1300 15 14 2 94 59 23 82 19730
## 1301 27 6 10 92 41 41 82 19755
## 1302 22 11 5 98 46 36 82 19755
## 1303 20 11 5 89 54 28 82 19830
## 1304 36 7 9 97 17 65 82 19905
## 1305 16 10 6 91 54 28 82 19905
## 1306 30 6 10 94 33 49 82 19805
## 1307 19 10 6 96 48 34 82 19880
## 1308 42 1 15 93 19 63 82 19705
## arena attendance bbtmID reb f1
## 439 Omni Coliseum 32767 ATL 7410 0.3192199
## 440 Boston Garden 32767 BOS 8070 0.2877348
## 441 Buffalo Memorial Auditorium 32767 BUF 7825 0.2952056
## 442 Chicago Stadium 32767 CHI 7611 0.3281687
## 443 Coliseum at Richfield 32767 CLE 7788 0.3096531
## 444 McNichols Sports Arena 32767 DEN 7738 0.3318732
## 445 Cobo Arena 32767 DET 7618 0.2902185
## 446 Oakland-Alameda County Coliseum Arena 32767 GSW 7835 0.3164557
## 447 The Summit 32767 HOU 7239 0.3308707
## 448 Market Square Arena 32767 IND 8141 0.3263085
## 449 Kemper Arena 32767 KCK 7651 0.2929051
## 450 The Forum 32767 LAL 7778 0.2946920
## 451 MECCA Arena 32767 MIL 7617 0.2924257
## 452 Louisiana Superdome 32767 NOJ 8176 0.3003126
## 453 Madison Square Garden (IV) 32767 NYK 7533 0.2516146
## 454 Nassau Veterans Memorial Coliseum 32767 NYN 7790 0.2804169
## 455 The Spectrum 32767 PHI 7909 0.3392810
## 456 Arizona Veterans Memorial Coliseum 32767 PHO 7326 0.2755660
## 457 Memorial Coliseum 32767 POR 7670 0.3219213
## 458 HemisFair Arena 32767 SAN 7676 0.2812975
## 459 Seattle Center Coliseum 32767 SEA 7696 0.3226190
## 460 Capital Centre 32767 WAS 7675 0.2988651
## 461 Omni Coliseum 32767 ATL 7285 0.2960694
## 462 Boston Garden 0 BOS 7802 0.2982371
## 463 Buffalo Memorial Auditorium 32767 BUF 7386 0.2769821
## 464 Chicago Stadium 32767 CHI 7257 0.3362975
## 465 Coliseum at Richfield 32767 CLE 7856 0.2818808
## 466 McNichols Sports Arena 32767 DEN 7726 0.3023375
## 467 Cobo Arena 32767 DET 7568 0.3174070
## 468 Oakland-Alameda County Coliseum Arena 32767 GSW 7791 0.2899510
## 469 The Summit 32767 HOU 7442 0.3121401
## 470 Market Square Arena 32767 IND 8153 0.3236049
## 471 Kemper Arena 32767 KCK 7756 0.2924939
## 472 The Forum 32767 LAL 7747 0.2884713
## 473 MECCA Arena 32767 MIL 7570 0.3035277
## 474 Rutgers Athletic Center 32767 NJN 8209 0.2930222
## 475 Louisiana Superdome 32767 NOJ 8236 0.3154977
## 476 Madison Square Garden (IV) 32767 NYK 7746 0.2944847
## 477 The Spectrum 32767 PHI 7829 0.3380172
## 478 Arizona Veterans Memorial Coliseum 32767 PHO 7690 0.2840438
## 479 Memorial Coliseum 32767 POR 7583 0.3114668
## 480 HemisFair Arena 32767 SAN 7545 0.2710526
## 481 Seattle Center Coliseum 32767 SEA 7778 0.3409836
## 482 Capital Centre 32767 WAS 8013 0.3218034
## 483 Omni Coliseum 32767 ATL 7338 0.3536492
## 484 Boston Garden 32767 BOS 7090 0.2929319
## 485 Chicago Stadium 32767 CHI 7240 0.3371901
## 486 Coliseum at Richfield 32767 CLE 7195 0.3037568
## 487 McNichols Sports Arena 32767 DEN 7550 0.3444913
## 488 Pontiac Silverdome 32767 DET 7612 0.3182706
## 489 Oakland-Alameda County Coliseum Arena 32767 GSW 7362 0.3055410
## 490 The Summit 32767 HOU 7261 0.3329799
## 491 Market Square Arena 32767 IND 7659 0.3101266
## 492 Kemper Arena 32767 KCK 7298 0.3069588
## 493 The Forum 32767 LAL 7280 0.2658263
## 494 MECCA Arena 32767 MIL 7193 0.2991983
## 495 Rutgers Athletic Center 32767 NJN 7512 0.3057403
## 496 Louisiana Superdome 32767 NOJ 8060 0.3089634
## 497 Madison Square Garden (IV) 32767 NYK 7344 0.3094379
## 498 The Spectrum 32767 PHI 7619 0.3060735
## 499 Arizona Veterans Memorial Coliseum 32767 PHO 7124 0.2951758
## 500 Memorial Coliseum 32767 POR 7121 0.3307875
## 501 HemisFair Arena 32767 SAN 7543 0.2859379
## 502 San Diego Sports Arena 32767 SDC 7421 0.3493099
## 503 King County Domed Stadium 32767 SEA 7510 0.3291457
## 504 Capital Centre 32767 WAS 7796 0.3228910
## 505 Omni Coliseum 32767 ATL 7375 0.3635157
## 506 Boston Garden 32767 BOS 7146 0.3254642
## 507 Chicago Stadium 32767 CHI 7084 0.3113655
## 508 Coliseum at Richfield 32767 CLE 7556 0.3089835
## 509 McNichols Sports Arena 32767 DEN 7619 0.3270958
## 510 Pontiac Silverdome 32767 DET 7532 0.3101442
## 511 Oakland-Alameda County Coliseum Arena 32767 GSW 7212 0.3046690
## 512 The Summit 32767 HOU 7218 0.3577111
## 513 Market Square Arena 32767 IND 7670 0.3451852
## 514 Kemper Arena 32767 KCK 7400 0.3038137
## 515 The Forum 32767 LAL 7292 0.3126801
## 516 MECCA Arena 32767 MIL 7294 0.3218718
## 517 Rutgers Athletic Center 32767 NJN 7645 0.3036067
## 518 Madison Square Garden (IV) 32767 NYK 7264 0.3193798
## 519 The Spectrum 32767 PHI 7492 0.3267272
## 520 Arizona Veterans Memorial Coliseum 32767 PHO 7192 0.2922237
## 521 Memorial Coliseum 32767 POR 7199 0.3445065
## 522 HemisFair Arena 32767 SAN 7388 0.2970118
## 523 San Diego Sports Arena 32767 SDC 7311 0.3259446
## 524 King County Domed Stadium 32767 SEA 7542 0.3440539
## 525 Salt Palace 32767 UTA 6773 0.2815138
## 526 Capital Centre 32767 WAS 7926 0.3159640
## 527 Omni Coliseum 32767 ATL 6950 0.3359441
## 528 Boston Garden 32767 BOS 6945 0.3283115
## 529 Chicago Stadium 32767 CHI 6943 0.3560650
## 530 Coliseum at Richfield 32767 CLE 7158 0.3103874
## 531 Reunion Arena 32767 DAL 6957 0.2977981
## 532 McNichols Sports Arena 32767 DEN 7822 0.3172893
## 533 Pontiac Silverdome 32767 DET 6798 0.3202667
## 534 Oakland-Alameda County Coliseum Arena 32767 GSW 7116 0.3767454
## 535 The Summit 32767 HOU 7107 0.3232323
## 536 Market Square Arena 32767 IND 7245 0.3529568
## 537 Kemper Arena 32767 KCK 7135 0.2897457
## 538 The Forum 32767 LAL 7308 0.3234314
## 539 MECCA Arena 32767 MIL 7143 0.3362667
## 540 Rutgers Athletic Center 32767 NJN 7024 0.2845973
## 541 Madison Square Garden (IV) 32767 NYK 6946 0.3032000
## 542 The Spectrum 32767 PHI 7282 0.3174280
## 543 Arizona Veterans Memorial Coliseum 32767 PHO 7168 0.3300348
## 544 Memorial Coliseum 32767 POR 7299 0.3276226
## 545 HemisFair Arena 32767 SAN 7277 0.3519568
## 546 San Diego Sports Arena 32767 SDC 6781 0.3071466
## 547 King County Domed Stadium 32767 SEA 7205 0.3069437
## 548 Salt Palace 32767 UTA 6881 0.2754080
## 549 Capital Centre 32767 WAS 7530 0.2910786
## 550 Omni Coliseum 32767 ATL 7026 0.3182838
## 551 Boston Garden 32767 BOS 7182 0.3407669
## 552 Chicago Stadium 32767 CHI 7009 0.3349211
## 553 Coliseum at Richfield 32767 CLE 7014 0.3028760
## 554 Reunion Arena 32767 DAL 6910 0.3163798
## 555 McNichols Sports Arena 32767 DEN 7409 0.3125680
## 556 Pontiac Silverdome 32767 DET 7236 0.3389034
## 557 Oakland-Alameda County Coliseum Arena 32767 GSW 7253 0.3462058
## 558 The Summit 32767 HOU 7161 0.3632833
## 559 Market Square Arena 32767 IND 7315 0.2977557
## 560 Kemper Arena 32767 KCK 7085 0.2951087
## 561 The Forum 32767 LAL 7293 0.3431533
## 562 MECCA Arena 32767 MIL 6909 0.3362143
## 563 Brendan Byrne Arena 32767 NJN 7002 0.3204509
## 564 Madison Square Garden (IV) 32767 NYK 6932 0.3195622
## 565 The Spectrum 32767 PHI 7053 0.3070280
## 566 Arizona Veterans Memorial Coliseum 32767 PHO 7164 0.3091960
## 567 Memorial Coliseum 32767 POR 7085 0.3209668
## 568 HemisFair Arena 32767 SAN 7375 0.3200511
## 569 San Diego Sports Arena 32767 SDC 6636 0.3186813
## 570 King County Domed Stadium 32767 SEA 7308 0.3002995
## 571 Salt Palace 32767 UTA 7361 0.3044863
## 572 Capital Centre 32767 WAS 7256 0.2778662
## 573 Omni Coliseum 32767 ATL 7446 0.3002109
## 574 Boston Garden 32767 BOS 7384 0.3318561
## 575 Chicago Stadium 32767 CHI 7447 0.3302920
## 576 Coliseum at Richfield 32767 CLE 6943 0.3133850
## 577 Reunion Arena 32767 DAL 7327 0.3343653
## 578 McNichols Sports Arena 32767 DEN 7804 0.2999012
## 579 Pontiac Silverdome 32767 DET 7649 0.3297311
## 580 Oakland-Alameda County Coliseum Arena 32767 GSW 7309 0.3300696
## 581 The Summit 32767 HOU 7374 0.2935735
## 582 Market Square Arena 32767 IND 7363 0.3234562
## 583 Kemper Arena 32767 KCK 7316 0.3335104
## 584 The Forum 32767 LAL 7128 0.3480834
## 585 MECCA Arena 32767 MIL 7218 0.3002468
## 586 Brendan Byrne Arena 32767 NJN 6971 0.3487603
## 587 Madison Square Garden (IV) 32767 NYK 6753 0.3067310
## 588 The Spectrum 32767 PHI 7518 0.3693245
## 589 Arizona Veterans Memorial Coliseum 32767 PHO 7148 0.3036359
## 590 Memorial Coliseum 32767 POR 7050 0.3219645
## 591 HemisFair Arena 32767 SAN 7254 0.3381828
## 592 San Diego Sports Arena 32767 SDC 6962 0.3477176
## 593 King County Domed Stadium 32767 SEA 7432 0.3130435
## 594 Salt Palace 32767 UTA 7753 0.2863505
## 595 Capital Centre 32767 WAS 7157 0.2928324
## 596 Omni Coliseum 32767 ATL 6945 0.3107013
## 597 Boston Garden 32767 BOS 7025 0.3202542
## 598 Chicago Stadium 32767 CHI 6954 0.3111535
## 599 Coliseum at Richfield 32767 CLE 6989 0.3134367
## 600 Reunion Arena 32767 DAL 6881 0.3013547
## 601 McNichols Sports Arena 32767 DEN 7542 0.2798913
## 602 Pontiac Silverdome 32767 DET 7481 0.3470331
## 603 Oakland-Alameda County Coliseum Arena 32767 GSW 7285 0.3462017
## 604 The Summit 32767 HOU 7338 0.3154574
## 605 Market Square Arena 32767 IND 7158 0.2720608
## 606 Kemper Arena 32767 KCK 6930 0.3080237
## 607 The Forum 32767 LAL 7001 0.3224382
## 608 MECCA Arena 32767 MIL 7007 0.3208027
## 609 Brendan Byrne Arena 32767 NJN 6938 0.3350714
## 610 Madison Square Garden (IV) 32767 NYK 6534 0.3152709
## 611 The Spectrum 32767 PHI 7035 0.3424181
## 612 Arizona Veterans Memorial Coliseum 32767 PHO 6762 0.3008750
## 613 Memorial Coliseum 32767 POR 6689 0.3517009
## 614 HemisFair Arena 32767 SAN 7506 0.3226653
## 615 San Diego Sports Arena 32767 SDC 6964 0.3541046
## 616 King County Domed Stadium 32767 SEA 6967 0.2936793
## 617 Salt Palace 32767 UTA 7537 0.3014301
## 618 Capital Centre 32767 WAS 6832 0.2882402
## 619 Omni Coliseum 32767 ATL 7249 0.3159184
## 620 Boston Garden 32767 BOS 7138 0.3096559
## 621 Chicago Stadium 32767 CHI 6837 0.3107639
## 622 Coliseum at Richfield 32767 CLE 7309 0.3089368
## 623 Reunion Arena 32767 DAL 6972 0.2943548
## 624 McNichols Sports Arena 32767 DEN 7443 0.3246341
## 625 Pontiac Silverdome 32767 DET 7609 0.3373407
## 626 Oakland-Alameda County Coliseum Arena 32767 GSW 7088 0.3270890
## 627 The Summit 32767 HOU 7101 0.3588841
## 628 Market Square Arena 32767 IND 7502 0.3123859
## 629 Kemper Arena 32767 KCK 6927 0.3231792
## 630 Los Angeles Memorial Sports Arena 32767 LAC 7127 0.3237751
## 631 The Forum 32767 LAL 6939 0.3219261
## 632 MECCA Arena 32767 MIL 7138 0.3401950
## 633 Brendan Byrne Arena 32767 NJN 7047 0.3245591
## 634 Madison Square Garden (IV) 32767 NYK 6838 0.3044190
## 635 The Spectrum 32767 PHI 7021 0.3665821
## 636 Arizona Veterans Memorial Coliseum 32767 PHO 6992 0.2821006
## 637 Memorial Coliseum 32767 POR 7104 0.3278778
## 638 HemisFair Arena 32767 SAN 6998 0.3216324
## 639 King County Domed Stadium 32767 SEA 6798 0.2804844
## 640 Salt Palace 32767 UTA 7640 0.2826883
## 641 Capital Centre 32767 WAS 7199 0.2629254
## 642 Omni Coliseum 32767 ATL 7185 0.3486879
## 643 Boston Garden 32767 BOS 7213 0.2932666
## 644 Chicago Stadium 32767 CHI 7024 0.3412423
## 645 Coliseum at Richfield 32767 CLE 7166 0.2887530
## 646 Reunion Arena 32767 DAL 7201 0.2922992
## 647 McNichols Sports Arena 32767 DEN 7567 0.2937785
## 648 Pontiac Silverdome 32767 DET 7455 0.3193193
## 649 Oakland-Alameda County Coliseum Arena 32767 GSW 7304 0.3244830
## 650 The Summit 32767 HOU 7329 0.3364008
## 651 Market Square Arena 32767 IND 7280 0.3068212
## 652 Los Angeles Memorial Sports Arena 32767 LAC 7143 0.3068573
## 653 The Forum 32767 LAL 6986 0.3137646
## 654 MECCA Arena 32767 MIL 7103 0.3205716
## 655 Brendan Byrne Arena 32767 NJN 7071 0.3152145
## 656 Madison Square Garden (IV) 32767 NYK 7004 0.2848485
## 657 The Spectrum 32767 PHI 7121 0.3659950
## 658 Arizona Veterans Memorial Coliseum 32767 PHO 6885 0.2975540
## 659 Memorial Coliseum 32767 POR 7010 0.3140834
## 660 ARCO Arena (I) 32767 SAC 6993 0.3082564
## 661 HemisFair Arena 32767 SAN 6943 0.3047320
## 662 Seattle Center Coliseum 32767 SEA 6736 0.3074651
## 663 Salt Palace 32767 UTA 7265 0.2942149
## 664 Capital Centre 32767 WAS 7338 0.2778212
## 665 Omni Coliseum 32767 ATL 7301 0.3642742
## 666 Boston Garden 32767 BOS 7042 0.2739284
## 667 Chicago Stadium 32767 CHI 6992 0.3307713
## 668 Coliseum at Richfield 32767 CLE 7327 0.3331566
## 669 Reunion Arena 32767 DAL 7353 0.3225721
## 670 McNichols Sports Arena 32767 DEN 7548 0.3075826
## 671 Pontiac Silverdome 32767 DET 7376 0.3371243
## 672 Oakland-Alameda County Coliseum Arena 32767 GSW 7274 0.3089873
## 673 The Summit 32767 HOU 7202 0.3134053
## 674 Market Square Arena 32767 IND 7297 0.2925065
## 675 Los Angeles Memorial Sports Arena 32767 LAC 7198 0.3061428
## 676 The Forum 32767 LAL 7096 0.3215407
## 677 MECCA Arena 32767 MIL 7109 0.2925490
## 678 Brendan Byrne Arena 32767 NJN 7059 0.3151793
## 679 Madison Square Garden (IV) 32767 NYK 7049 0.2999459
## 680 The Spectrum 32767 PHI 6921 0.3407579
## 681 Arizona Veterans Memorial Coliseum 32767 PHO 7069 0.3078838
## 682 Memorial Coliseum 32767 POR 7080 0.3278689
## 683 ARCO Arena (I) 32767 SAC 7238 0.3294783
## 684 HemisFair Arena 32767 SAN 7193 0.3274720
## 685 Seattle Center Coliseum 32767 SEA 7282 0.3558839
## 686 Salt Palace 32767 UTA 7597 0.2963515
## 687 Capital Centre 32767 WAS 7437 0.3229399
## 688 Omni Coliseum 32767 ATL 7116 0.3356108
## 689 Boston Garden 32767 BOS 6686 0.2813067
## 690 Chicago Stadium 32767 CHI 6920 0.3267244
## 691 Coliseum at Richfield 32767 CLE 6718 0.2948867
## 692 Reunion Arena 32767 DAL 7269 0.3549497
## 693 McNichols Sports Arena 32767 DEN 7532 0.2774994
## 694 Pontiac Silverdome 32767 DET 7083 0.3320214
## 695 Oakland-Alameda County Coliseum Arena 32767 GSW 7110 0.2892667
## 696 The Summit 32767 HOU 7536 0.3185909
## 697 Market Square Arena 32767 IND 7195 0.2899408
## 698 Los Angeles Memorial Sports Arena 32767 LAC 7448 0.2974525
## 699 The Forum 32767 LAL 6988 0.3063963
## 700 MECCA Arena 32767 MIL 7024 0.3008349
## 701 Brendan Byrne Arena 32767 NJN 6832 0.2946013
## 702 Madison Square Garden (IV) 32767 NYK 6919 0.3323856
## 703 The Spectrum 32767 PHI 6860 0.3413610
## 704 Arizona Veterans Memorial Coliseum 32767 PHO 7012 0.2967209
## 705 Memorial Coliseum 32767 POR 7295 0.3292972
## 706 ARCO Arena (I) 32767 SAC 7270 0.3176076
## 707 HemisFair Arena 32767 SAN 7324 0.3072930
## 708 Seattle Center Coliseum 32767 SEA 7061 0.3367530
## 709 Salt Palace 32767 UTA 7340 0.2954545
## 710 Capital Centre 32767 WAS 7118 0.3226569
## 711 Omni Coliseum 32767 ATL 7274 0.3593504
## 712 Boston Garden 32767 BOS 6891 0.3254209
## 713 Charlotte Coliseum 32767 CHA 7150 0.2842158
## 714 Chicago Stadium 32767 CHI 6849 0.2892045
## 715 Coliseum at Richfield 32767 CLE 7005 0.3004654
## 716 Reunion Arena 32767 DAL 7176 0.2853253
## 717 McNichols Sports Arena 32767 DEN 7719 0.2787150
## 718 The Palace of Auburn Hills 32767 DET 7019 0.3312285
## 719 Oakland-Alameda County Coliseum Arena 32767 GSW 7960 0.3115140
## 720 The Summit 32767 HOU 7338 0.3200317
## 721 Market Square Arena 32767 IND 7162 0.2991573
## 722 Los Angeles Memorial Sports Arena 32767 LAC 7432 0.2962583
## 723 Great Western Forum 32767 LAL 7106 0.3073897
## 724 Miami Arena 32767 MIA 7074 0.3360719
## 725 Bradley Center 32767 MIL 6834 0.3006900
## 726 Brendan Byrne Arena 32767 NJN 7129 0.3092731
## 727 Madison Square Garden (IV) 32767 NYK 7126 0.3381074
## 728 The Spectrum 32767 PHI 7060 0.3088354
## 729 Arizona Veterans Memorial Coliseum 32767 PHO 7424 0.2888420
## 730 Memorial Coliseum 32767 POR 7307 0.3375610
## 731 ARCO Arena (II) 32767 SAC 7370 0.2860366
## 732 HemisFair Arena 32767 SAN 7194 0.3286802
## 733 Seattle Center Coliseum 32767 SEA 7075 0.3569239
## 734 Salt Palace 32767 UTA 7110 0.3076472
## 735 Capital Centre 32767 WAS 7278 0.3079568
## 736 Omni Coliseum 32767 ATL 6847 0.3534148
## 737 Boston Garden 32767 BOS 7137 0.2973501
## 738 Charlotte Coliseum 32767 CHA 6959 0.2458472
## 739 Chicago Stadium 32767 CHI 6718 0.3020511
## 740 Coliseum at Richfield 32767 CLE 7093 0.2997608
## 741 Reunion Arena 32767 DAL 7001 0.2906555
## 742 McNichols Sports Arena 32767 DEN 7568 0.2719237
## 743 The Palace of Auburn Hills 32767 DET 6964 0.3249246
## 744 Oakland-Alameda County Coliseum Arena 32767 GSW 7389 0.2460339
## 745 The Summit 32767 HOU 7490 0.3230688
## 746 Market Square Arena 32767 IND 6798 0.2743724
## 747 Los Angeles Memorial Sports Arena 32767 LAC 6934 0.2988115
## 748 Great Western Forum 32767 LAL 6931 0.3067673
## 749 Miami Arena 32767 MIA 7147 0.3134780
## 750 Bradley Center 32767 MIL 6917 0.2942114
## 751 Hubert H. Humphrey Metrodome 32767 MIN 6621 0.3139932
## 752 Brendan Byrne Arena 32767 NJN 7421 0.3201033
## 753 Madison Square Garden (IV) 32767 NYK 7147 0.3247606
## 754 Orlando Arena 32767 ORL 7511 0.3205506
## 755 The Spectrum 32767 PHI 6986 0.3093846
## 756 Arizona Veterans Memorial Coliseum 32767 PHO 7241 0.2929068
## 757 Memorial Coliseum 32767 POR 7319 0.3408805
## 758 ARCO Arena (II) 32767 SAC 6992 0.2537990
## 759 HemisFair Arena 32767 SAN 7003 0.3222499
## 760 Seattle Center Coliseum 32767 SEA 6789 0.3502780
## 761 Salt Palace 32767 UTA 6764 0.2920625
## 762 Capital Centre 32767 WAS 7349 0.3007783
## 763 Omni Coliseum 32767 ATL 7234 0.3187919
## 764 Boston Garden 32767 BOS 7181 0.3091787
## 765 Charlotte Coliseum 32767 CHA 6892 0.2740859
## 766 Chicago Stadium 32767 CHI 6714 0.3286573
## 767 Coliseum at Richfield 32767 CLE 6835 0.2809894
## 768 Reunion Arena 32767 DAL 6949 0.2699588
## 769 McNichols Sports Arena 32767 DEN 8359 0.3060197
## 770 The Palace of Auburn Hills 32767 DET 6934 0.3276284
## 771 Oakland-Alameda County Coliseum Arena 32767 GSW 7191 0.2944444
## 772 The Summit 32767 HOU 7456 0.3282698
## 773 Market Square Arena 32767 IND 6909 0.2872460
## 774 Los Angeles Memorial Sports Arena 32767 LAC 7355 0.3175331
## 775 Great Western Forum 32767 LAL 6836 0.3021300
## 776 Miami Arena 32767 MIA 7074 0.3192537
## 777 Bradley Center 32767 MIL 6664 0.2988092
## 778 Target Center 32767 MIN 6861 0.3178758
## 779 Brendan Byrne Arena 32767 NJN 7562 0.3375121
## 780 Madison Square Garden (IV) 32767 NYK 6944 0.2996585
## 781 Orlando Arena 32767 ORL 7257 0.3115210
## 782 The Spectrum 32767 PHI 7155 0.2706271
## 783 Arizona Veterans Memorial Coliseum 32767 PHO 7223 0.3121897
## 784 Memorial Coliseum 32767 POR 7196 0.3169831
## 785 ARCO Arena (II) 32767 SAC 6952 0.2751876
## 786 HemisFair Arena 32767 SAN 7180 0.3160101
## 787 Seattle Center Coliseum 32767 SEA 6651 0.3378490
## 788 Salt Palace 32767 UTA 6720 0.2609088
## 789 Capital Centre 32767 WAS 7268 0.3024755
## 790 Omni Coliseum 32767 ATL 7491 0.3232932
## 791 Boston Garden 32767 BOS 7189 0.2997536
## 792 Charlotte Coliseum 32767 CHA 7365 0.2943110
## 793 Chicago Stadium 32767 CHI 6864 0.3327660
## 794 Coliseum at Richfield 32767 CLE 7103 0.2893274
## 795 Reunion Arena 32767 DAL 7421 0.2996988
## 796 McNichols Sports Arena 32767 DEN 7341 0.3278290
## 797 The Palace of Auburn Hills 32767 DET 7001 0.3291621
## 798 Oakland-Alameda County Coliseum Arena 32767 GSW 7273 0.3106557
## 799 The Summit 32767 HOU 7144 0.2966031
## 800 Market Square Arena 32767 IND 7213 0.3024295
## 801 Los Angeles Memorial Sports Arena 32767 LAC 7121 0.3035666
## 802 Great Western Forum 32767 LAL 6970 0.3046916
## 803 Miami Arena 32767 MIA 7102 0.3119580
## 804 Bradley Center 32767 MIL 6958 0.3329910
## 805 Target Center 32767 MIN 7180 0.2935111
## 806 Brendan Byrne Arena 32767 NJN 7474 0.3681519
## 807 Madison Square Garden (IV) 32767 NYK 6929 0.3259972
## 808 Orlando Arena 32767 ORL 7052 0.3016486
## 809 The Spectrum 32767 PHI 6903 0.2960269
## 810 Arizona Veterans Memorial Coliseum 32767 PHO 7209 0.2967812
## 811 Memorial Coliseum 32767 POR 7276 0.3338493
## 812 ARCO Arena (II) 32767 SAC 7358 0.2744077
## 813 HemisFair Arena 32767 SAN 7246 0.3309992
## 814 Seattle Center Coliseum 32767 SEA 6889 0.3420491
## 815 Delta Center 32767 UTA 7041 0.3145971
## 816 Capital Centre 32767 WAS 7247 0.2715265
## 817 Omni Coliseum 32767 ATL 7127 0.3324742
## 818 Boston Garden 32767 BOS 6984 0.2956044
## 819 Charlotte Coliseum 32767 CHA 7356 0.2961060
## 820 Chicago Stadium 32767 CHI 6877 0.3458445
## 821 Coliseum at Richfield 32767 CLE 6919 0.2683420
## 822 Reunion Arena 32767 DAL 7302 0.3004626
## 823 McNichols Sports Arena 32767 DEN 7494 0.3221374
## 824 The Palace of Auburn Hills 32767 DET 7149 0.3278398
## 825 Oakland-Alameda County Coliseum Arena 32767 GSW 7122 0.3261102
## 826 The Summit 32767 HOU 6979 0.2843533
## 827 Market Square Arena 32767 IND 7209 0.3341550
## 828 Los Angeles Memorial Sports Arena 32767 LAC 7159 0.3125495
## 829 Great Western Forum 32767 LAL 6960 0.2993216
## 830 Miami Arena 32767 MIA 6974 0.3045931
## 831 Bradley Center 32767 MIL 6830 0.2871991
## 832 Target Center 32767 MIN 6597 0.2696500
## 833 Brendan Byrne Arena 32767 NJN 7244 0.3386674
## 834 Madison Square Garden (IV) 32767 NYK 7166 0.3117376
## 835 Orlando Arena 32767 ORL 7043 0.3013619
## 836 The Spectrum 32767 PHI 7354 0.2677922
## 837 America West Arena 32767 PHO 7085 0.3170325
## 838 Memorial Coliseum 32767 POR 7282 0.3078855
## 839 ARCO Arena (II) 32767 SAC 7118 0.2912398
## 840 HemisFair Arena 32767 SAN 6931 0.2662996
## 841 Seattle Center Coliseum 32767 SEA 6771 0.3332424
## 842 Delta Center 32767 UTA 6938 0.2981100
## 843 Capital Centre 32767 WAS 7038 0.2739835
## 844 Omni Coliseum 32767 ATL 7188 0.3296414
## 845 Boston Garden 32767 BOS 7056 0.2784640
## 846 Charlotte Coliseum 32767 CHA 7178 0.2740721
## 847 Chicago Stadium 32767 CHI 6759 0.3201681
## 848 Coliseum at Richfield 32767 CLE 6837 0.3029461
## 849 Reunion Arena 32767 DAL 7025 0.3165629
## 850 McNichols Sports Arena 32767 DEN 7111 0.3048276
## 851 The Palace of Auburn Hills 32767 DET 7128 0.2668919
## 852 Oakland-Alameda County Coliseum Arena 32767 GSW 7311 0.3256262
## 853 The Summit 32767 HOU 7117 0.2618778
## 854 Market Square Arena 32767 IND 6824 0.3374142
## 855 Los Angeles Memorial Sports Arena 32767 LAC 7446 0.2931937
## 856 Great Western Forum 32767 LAL 7281 0.3130435
## 857 Miami Arena 32767 MIA 6982 0.3338740
## 858 Bradley Center 32767 MIL 6861 0.2992293
## 859 Target Center 32767 MIN 6731 0.2788732
## 860 Brendan Byrne Arena 32767 NJN 7526 0.3294475
## 861 Madison Square Garden (IV) 32767 NYK 6978 0.3230685
## 862 Orlando Arena 32767 ORL 7035 0.3322981
## 863 The Spectrum 32767 PHI 7215 0.2723358
## 864 America West Arena 32767 PHO 7006 0.3341550
## 865 Memorial Coliseum 32767 POR 7259 0.3210059
## 866 ARCO Arena (II) 32767 SAC 7234 0.2915800
## 867 Alamodome 32767 SAN 7028 0.3387464
## 868 Seattle Center Coliseum 32767 SEA 6656 0.3222004
## 869 Delta Center 32767 UTA 6871 0.3006814
## 870 US Airways Arena 32767 WAS 6741 0.2949601
## 871 Omni Coliseum 32767 ATL 6818 0.2988630
## 872 Boston Garden 32767 BOS 6875 0.3151581
## 873 Charlotte Coliseum 32767 CHA 6694 0.2456451
## 874 United Center 32767 CHI 6720 0.3142938
## 875 Gund Arena 32767 CLE 6379 0.2986568
## 876 Reunion Arena 32767 DAL 7379 0.3679222
## 877 McNichols Sports Arena 32767 DEN 6670 0.3092477
## 878 The Palace of Auburn Hills 32767 DET 6741 0.2681220
## 879 Oakland-Alameda County Coliseum Arena 32767 GSW 7195 0.3011488
## 880 The Summit 32767 HOU 6871 0.2573099
## 881 Market Square Arena 32767 IND 6545 0.3218989
## 882 Los Angeles Memorial Sports Arena 32767 LAC 6759 0.2779519
## 883 Great Western Forum 32767 LAL 7199 0.2960042
## 884 Miami Arena 32767 MIA 6755 0.3038397
## 885 Bradley Center 32767 MIL 6601 0.2982604
## 886 Target Center 32767 MIN 6447 0.2576598
## 887 Brendan Byrne Arena 32767 NJN 7273 0.3192946
## 888 Madison Square Garden (IV) 32767 NYK 6740 0.2725139
## 889 Orlando Arena 32767 ORL 6968 0.3341088
## 890 CoreStates Spectrum 32767 PHI 6795 0.3045755
## 891 America West Arena 32767 PHO 6899 0.2844088
## 892 Memorial Coliseum 32767 POR 6973 0.3451621
## 893 ARCO Arena (II) 32767 SAC 6811 0.3121001
## 894 Alamodome 32767 SAN 7010 0.2981744
## 895 Tacoma Dome 32767 SEA 6676 0.3112795
## 896 Delta Center 32767 UTA 6328 0.2822997
## 897 US Airways Arena 32767 WAS 6891 0.2804190
## 898 Omni Coliseum 32767 ATL 6676 0.3211957
## 899 FleetCenter 32767 BOS 7107 0.2778513
## 900 Charlotte Coliseum 32767 CHA 6554 0.2811966
## 901 United Center 32767 CHI 6775 0.3464851
## 902 Gund Arena 32767 CLE 5963 0.2678406
## 903 Reunion Arena 32767 DAL 7600 0.3269097
## 904 McNichols Sports Arena 32767 DEN 6863 0.2891138
## 905 The Palace of Auburn Hills 32767 DET 6556 0.2669082
## 906 Oakland-Alameda County Coliseum Arena 32767 GSW 6864 0.3218990
## 907 The Summit 32767 HOU 6999 0.2581461
## 908 Market Square Arena 32767 IND 6327 0.3130812
## 909 Los Angeles Memorial Sports Arena 32767 LAC 6565 0.2803551
## 910 Great Western Forum 32767 LAL 6760 0.2851003
## 911 Miami Arena 32767 MIA 6791 0.2899013
## 912 Bradley Center 32767 MIL 6440 0.2815394
## 913 Target Center 32767 MIN 6609 0.2808668
## 914 Brendan Byrne Arena 32767 NJN 7236 0.3489274
## 915 Madison Square Garden (IV) 32767 NYK 6698 0.2453389
## 916 Orlando Arena 32767 ORL 6819 0.2810591
## 917 CoreStates Spectrum 32767 PHI 6834 0.2846494
## 918 America West Arena 32767 PHO 6895 0.2871372
## 919 Rose Garden Arena 32767 POR 6985 0.3200883
## 920 ARCO Arena (II) 32767 SAC 6827 0.3162078
## 921 Alamodome 32767 SAN 7105 0.2712797
## 922 KeyArena at Seattle Center 32767 SEA 6732 0.2867448
## 923 SkyDome 32767 TOR 6656 0.3047809
## 924 Delta Center 32767 UTA 6451 0.3020073
## 925 General Motors Place 32767 VAN 6779 0.2578820
## 926 US Airways Arena 32767 WAS 6732 0.2722482
## 927 Omni Coliseum 32767 ATL 6641 0.2921316
## 928 FleetCenter 32767 BOS 6916 0.2806973
## 929 Charlotte Coliseum 32767 CHA 6541 0.2713178
## 930 United Center 32767 CHI 6989 0.3387274
## 931 Gund Arena 32767 CLE 6099 0.2781518
## 932 Reunion Arena 32767 DAL 6828 0.2857928
## 933 McNichols Sports Arena 32767 DEN 6991 0.2648548
## 934 The Palace of Auburn Hills 32767 DET 6378 0.2625459
## 935 San Jose Arena 32767 GSW 6706 0.3042017
## 936 The Summit 32767 HOU 6853 0.2689295
## 937 Market Square Arena 32767 IND 6684 0.3023803
## 938 Los Angeles Memorial Sports Arena 32767 LAC 6835 0.2945778
## 939 Great Western Forum 32767 LAL 6984 0.3013245
## 940 Miami Arena 32767 MIA 6679 0.2803985
## 941 Bradley Center 32767 MIL 6450 0.2862710
## 942 Target Center 32767 MIN 6692 0.2735067
## 943 Continental Airlines Arena 32767 NJN 7315 0.3441543
## 944 Madison Square Garden (IV) 32767 NYK 6620 0.2908819
## 945 Orlando Arena 32767 ORL 6770 0.2927829
## 946 CoreStates Center 32767 PHI 7261 0.3293475
## 947 America West Arena 32767 PHO 6801 0.2571589
## 948 Rose Garden Arena 32767 POR 6701 0.3053391
## 949 ARCO Arena (II) 32767 SAC 6811 0.3046248
## 950 Alamodome 32767 SAN 6580 0.3089226
## 951 KeyArena at Seattle Center 32767 SEA 6552 0.2953216
## 952 SkyDome 32767 TOR 6774 0.3038822
## 953 Delta Center 32767 UTA 6357 0.2880752
## 954 General Motors Place 32767 VAN 6810 0.2815080
## 955 Capital Centre 32767 WAS 6788 0.2910663
## 956 Georgia Dome 32767 ATL 6756 0.3189033
## 957 FleetCenter 32767 BOS 6701 0.3049465
## 958 Charlotte Coliseum 32767 CHA 6550 0.2917654
## 959 United Center 32767 CHI 6936 0.3326197
## 960 Gund Arena 32767 CLE 6463 0.2817109
## 961 Reunion Arena 32767 DAL 7155 0.2600723
## 962 McNichols Sports Arena 32767 DEN 6693 0.2784471
## 963 The Palace of Auburn Hills 32767 DET 6707 0.2973512
## 964 The Arena in Oakland 32767 GSW 7430 0.3188908
## 965 The Summit 32767 HOU 6704 0.2767031
## 966 Market Square Arena 32767 IND 6590 0.2646881
## 967 Los Angeles Memorial Sports Arena 32767 LAC 6954 0.2765957
## 968 Great Western Forum 32767 LAL 7012 0.3182891
## 969 Miami Arena 32767 MIA 6737 0.2956572
## 970 Bradley Center 32767 MIL 6532 0.2973284
## 971 Target Center 32767 MIN 7019 0.2883103
## 972 Continental Airlines Arena 32767 NJN 6876 0.3470178
## 973 Madison Square Garden (IV) 32767 NYK 6607 0.2755706
## 974 Orlando Arena 32767 ORL 6738 0.3197611
## 975 CoreStates Center 32767 PHI 6875 0.3149496
## 976 America West Arena 32767 PHO 6837 0.2774356
## 977 Rose Garden Arena 32767 POR 6820 0.3092255
## 978 ARCO Arena (II) 32767 SAC 7088 0.2935337
## 979 Alamodome 32767 SAN 6875 0.2991791
## 980 KeyArena at Seattle Center 32767 SEA 6611 0.2733412
## 981 SkyDome 32767 TOR 7112 0.3084719
## 982 Delta Center 32767 UTA 6363 0.3083333
## 983 General Motors Place 32767 VAN 6896 0.3035664
## 984 MCI Center 32767 WSW 6959 0.3004556
## 1014 Philips Arena 32767 ATL 7242 0.3010244
## 1015 FleetCenter 32767 BOS 6919 0.2895975
## 1016 Charlotte Coliseum 32767 CHA 7035 0.2456921
## 1017 United Center 32767 CHI 6771 0.2854772
## 1018 Gund Arena 32767 CLE 7108 0.2688315
## 1019 Reunion Arena 32767 DAL 7345 0.2416926
## 1020 Pepsi Center 32767 DEN 7296 0.2784120
## 1021 The Palace of Auburn Hills 32767 DET 6852 0.2553606
## 1022 The Arena in Oakland 32767 GSW 7520 0.3137066
## 1023 Compaq Center 32767 HOU 7072 0.2751843
## 1024 Conseco Fieldhouse 32767 IND 7039 0.2343446
## 1025 Staples Center 32767 LAC 7069 0.2461340
## 1026 Staples Center 32767 LAL 7393 0.3019735
## 1027 AmericanAirlines Arena 32767 MIA 6855 0.2640482
## 1028 Bradley Center 32767 MIL 6794 0.2781276
## 1029 Target Center 32767 MIN 6843 0.2757872
## 1030 Continental Airlines Arena 32767 NJN 7141 0.2665300
## 1031 Madison Square Garden (IV) 32767 NYK 6691 0.2306586
## 1032 TD Waterhouse Centre 32767 ORL 7252 0.2977893
## 1033 First Union Center 32767 PHI 7181 0.3031985
## 1034 America West Arena 32767 PHO 7116 0.2778684
## 1035 Rose Garden Arena 32767 POR 6724 0.2833676
## 1036 ARCO Arena (II) 32767 SAC 7595 0.2632104
## 1037 Alamodome 32767 SAN 6989 0.2693984
## 1038 KeyArena at Seattle Center 32767 SEA 7220 0.2714956
## 1039 Air Canada Centre 32767 TOR 7060 0.2813942
## 1040 Delta Center 32767 UTA 6485 0.2738444
## 1041 General Motors Place 32767 VAN 6635 0.2831784
## 1042 MCI Center 32767 WSW 6882 0.2898393
## 1043 Philips Arena 32767 ATL 7081 0.2710970
## 1044 FleetCenter 32767 BOS 6802 0.2416487
## 1045 Charlotte Coliseum 32767 CHA 6969 0.2791138
## 1046 United Center 32767 CHI 6694 0.2509485
## 1047 Gund Arena 32767 CLE 6845 0.2786930
## 1048 Reunion Arena 32767 DAL 7093 0.2288626
## 1049 Pepsi Center 32767 DEN 7281 0.2678297
## 1050 The Palace of Auburn Hills 32767 DET 7417 0.2797273
## 1051 The Arena in Oakland 32767 GSW 7462 0.3173667
## 1052 Compaq Center 32767 HOU 6851 0.2588003
## 1053 Conseco Fieldhouse 32767 IND 7053 0.2556203
## 1054 Staples Center 32767 LAC 7002 0.2693923
## 1055 Staples Center 32767 LAL 7056 0.3034116
## 1056 AmericanAirlines Arena 32767 MIA 6690 0.2281145
## 1057 Bradley Center 32767 MIL 6979 0.2645144
## 1058 Target Center 32767 MIN 6944 0.2691378
## 1059 Continental Airlines Arena 32767 NJN 6869 0.2411780
## 1060 Madison Square Garden (IV) 32767 NYK 6587 0.2245135
## 1061 TD Waterhouse Centre 32767 ORL 7189 0.2769430
## 1062 First Union Center 32767 PHI 7026 0.2998605
## 1063 America West Arena 32767 PHO 6989 0.2543929
## 1064 Rose Garden Arena 32767 POR 6625 0.2812775
## 1065 ARCO Arena (II) 32767 SAC 7456 0.2572322
## 1066 Alamodome 32767 SAN 7013 0.2670219
## 1067 KeyArena at Seattle Center 32767 SEA 6898 0.2759669
## 1068 Air Canada Centre 32767 TOR 7084 0.2849134
## 1069 Delta Center 32767 UTA 6383 0.2832682
## 1070 General Motors Place 32767 VAN 6911 0.2436631
## 1071 MCI Center 32767 WSW 6727 0.2806630
## 1072 Philips Arena 32767 ATL 6925 0.2574818
## 1073 FleetCenter 32767 BOS 7221 0.2296984
## 1074 Charlotte Coliseum 32767 CHA 6926 0.2872254
## 1075 United Center 32767 CHI 6780 0.2510870
## 1076 Gund Arena 32767 CLE 6761 0.2663731
## 1077 American Airlines Center 32767 DAL 7151 0.2461126
## 1078 Pepsi Center 32767 DEN 6951 0.2824273
## 1079 The Palace of Auburn Hills 32767 DET 6678 0.2344428
## 1080 The Arena in Oakland 32767 GSW 7378 0.3342521
## 1081 Compaq Center 32767 HOU 6988 0.2703059
## 1082 Conseco Fieldhouse 32767 IND 7060 0.2551440
## 1083 Staples Center 32767 LAC 7000 0.2928610
## 1084 Staples Center 32767 LAL 7171 0.2769648
## 1085 Pyramid Arena 32767 MEM 7090 0.2671010
## 1086 AmericanAirlines Arena 32767 MIA 6824 0.2518849
## 1087 Bradley Center 32767 MIL 6887 0.2378394
## 1088 Target Center 32767 MIN 6859 0.2852909
## 1089 Continental Airlines Arena 32767 NJN 7070 0.2753047
## 1090 Madison Square Garden (IV) 32767 NYK 6833 0.2365649
## 1091 TD Waterhouse Centre 32767 ORL 7102 0.2475039
## 1092 First Union Center 32767 PHI 6955 0.3006608
## 1093 America West Arena 32767 PHO 7022 0.2793849
## 1094 Rose Garden Arena 32767 POR 6747 0.2958822
## 1095 ARCO Arena (II) 32767 SAC 7397 0.2711456
## 1096 Alamodome 32767 SAN 6905 0.2628986
## 1097 KeyArena at Seattle Center 32767 SEA 6718 0.2726761
## 1098 Air Canada Centre 32767 TOR 6882 0.2925420
## 1099 Delta Center 32767 UTA 6591 0.3164051
## 1100 MCI Center 32767 WSW 6784 0.2831455
## 1101 Philips Arena 32767 ATL 6988 0.2620979
## 1102 FleetCenter 32767 BOS 7007 0.2228931
## 1103 United Center 32767 CHI 7215 0.2645716
## 1104 Gund Arena 32767 CLE 7083 0.2869610
## 1105 American Airlines Center 32767 DAL 7183 0.2386810
## 1106 Pepsi Center 32767 DEN 6779 0.2884565
## 1107 The Palace of Auburn Hills 32767 DET 6715 0.2468549
## 1108 The Arena in Oakland 32767 GSW 7422 0.3309278
## 1109 Compaq Center 32767 HOU 6920 0.2827948
## 1110 Conseco Fieldhouse 32767 IND 7090 0.2715715
## 1111 Staples Center 32767 LAC 6976 0.2757866
## 1112 Staples Center 32767 LAL 7084 0.2863214
## 1113 Pyramid Arena 32767 MEM 7090 0.2552788
## 1114 AmericanAirlines Arena 32767 MIA 6871 0.2475842
## 1115 Bradley Center 32767 MIL 6805 0.2416552
## 1116 Target Center 32767 MIN 6991 0.2636789
## 1117 Continental Airlines Arena 32767 NJN 6912 0.2693667
## 1118 New Orleans Arena 32767 NOH 6849 0.2901349
## 1119 Madison Square Garden (IV) 32767 NYK 6766 0.2240553
## 1120 TD Waterhouse Centre 32767 ORL 6916 0.2510482
## 1121 First Union Center 32767 PHI 6765 0.2843111
## 1122 America West Arena 32767 PHO 7007 0.2781756
## 1123 Rose Garden Arena 32767 POR 6574 0.2831050
## 1124 ARCO Arena (II) 32767 SAC 7410 0.2401281
## 1125 SBC Center 32767 SAN 6846 0.2770729
## 1126 KeyArena at Seattle Center 32767 SEA 6748 0.2594289
## 1127 Air Canada Centre 32767 TOR 6955 0.2680115
## 1128 Delta Center 32767 UTA 6533 0.3098634
## 1129 MCI Center 32767 WSW 6708 0.2562884
## 1130 Philips Arena 32767 ATL 7036 0.2691892
## 1131 FleetCenter 32767 BOS 6884 0.2382419
## 1132 United Center 32767 CHI 7260 0.2649810
## 1133 Gund Arena 32767 CLE 7183 0.2918298
## 1134 American Airlines Center 32767 DAL 7283 0.3004094
## 1135 Pepsi Center 32767 DEN 6991 0.2872679
## 1136 The Palace of Auburn Hills 32767 DET 6839 0.2842725
## 1137 The Arena in Oakland 32767 GSW 7048 0.2755776
## 1138 Toyota Center 32767 HOU 6752 0.2450101
## 1139 Conseco Fieldhouse 32767 IND 6707 0.2703839
## 1140 Staples Center 32767 LAC 6956 0.3054226
## 1141 Staples Center 32767 LAL 7016 0.2743969
## 1142 Pyramid Arena 32767 MEM 7035 0.2834326
## 1143 AmericanAirlines Arena 32767 MIA 6777 0.2548807
## 1144 Bradley Center 32767 MIL 6966 0.2608696
## 1145 Target Center 32767 MIN 6921 0.2473149
## 1146 Continental Airlines Arena 32767 NJN 6679 0.2422029
## 1147 New Orleans Arena 32767 NOH 6958 0.2846334
## 1148 Madison Square Garden (IV) 32767 NYK 6887 0.2615639
## 1149 TD Waterhouse Centre 32767 ORL 6995 0.2595756
## 1150 Wachovia Center 32767 PHI 6743 0.2629961
## 1151 America West Arena 32767 PHO 6918 0.2488554
## 1152 Rose Garden Arena 32767 POR 6724 0.2913982
## 1153 ARCO Arena (II) 32767 SAC 6981 0.2461197
## 1154 SBC Center 32767 SAN 7066 0.2864699
## 1155 KeyArena at Seattle Center 32767 SEA 6723 0.2484251
## 1156 Air Canada Centre 32767 TOR 6945 0.2246887
## 1157 Delta Center 32767 UTA 6374 0.3167720
## 1158 MCI Center 32767 WSW 7075 0.2935756
## 1159 Philips Arena 32767 ATL 6820 0.2949062
## 1160 FleetCenter 32767 BOS 6813 0.2623377
## 1161 Charlotte Coliseum 32767 CHB 6963 0.2778348
## 1162 United Center 32767 CHI 7095 0.2674325
## 1163 Gund Arena 32767 CLE 6731 0.3021369
## 1164 American Airlines Center 32767 DAL 7059 0.2725021
## 1165 Pepsi Center 32767 DEN 6856 0.2703383
## 1166 The Palace of Auburn Hills 32767 DET 6810 0.2952381
## 1167 Oakland Arena 32767 GSW 7333 0.2665835
## 1168 Toyota Center 32767 HOU 6811 0.2446124
## 1169 Conseco Fieldhouse 32767 IND 6674 0.2479292
## 1170 Staples Center 32767 LAC 6676 0.2845528
## 1171 Staples Center 32767 LAL 7015 0.2753080
## 1172 FedExForum 32767 MEM 6574 0.2556933
## 1173 AmericanAirlines Arena 32767 MIA 6845 0.2711709
## 1174 Bradley Center 32767 MIL 6738 0.2724004
## 1175 Target Center 32767 MIN 6918 0.2642299
## 1176 Continental Airlines Arena 32767 NJN 6619 0.2332242
## 1177 New Orleans Arena 32767 NOH 6732 0.2655029
## 1178 Madison Square Garden (IV) 32767 NYK 6775 0.2665010
## 1179 TD Waterhouse Centre 32767 ORL 7034 0.2847737
## 1180 Wachovia Center 32767 PHI 7060 0.2398417
## 1181 America West Arena 32767 PHO 7402 0.2637033
## 1182 Rose Garden Arena 32767 POR 6835 0.2750993
## 1183 ARCO Arena (II) 32767 SAC 7112 0.2709934
## 1184 SBC Center 32767 SAN 6772 0.2798412
## 1185 KeyArena at Seattle Center 32767 SEA 6456 0.2878872
## 1186 Air Canada Centre 32767 TOR 6999 0.2278618
## 1187 Delta Center 32767 UTA 6379 0.3014685
## 1188 MCI Center 32767 WSW 7034 0.2959770
## 1189 Philips Arena 32767 ATL 6617 0.3011268
## 1190 TD Banknorth Garden 32767 BOS 6524 0.2411747
## 1191 Charlotte Bobcats Arena 32767 CHB 6867 0.2550232
## 1192 United Center 32767 CHI 6930 0.2427002
## 1193 Gund Arena 32767 CLE 6698 0.2736872
## 1194 American Airlines Center 32767 DAL 6605 0.3005544
## 1195 Pepsi Center 32767 DEN 6823 0.2512521
## 1196 The Palace of Auburn Hills 32767 DET 6672 0.2727273
## 1197 Oakland Arena 32767 GSW 7112 0.2548102
## 1198 Toyota Center 32767 HOU 6765 0.2395598
## 1199 Conseco Fieldhouse 32767 IND 6841 0.2574541
## 1200 Staples Center 32767 LAC 6822 0.2400000
## 1201 Staples Center 32767 LAL 6750 0.2683264
## 1202 FedExForum 32767 MEM 6544 0.2468186
## 1203 AmericanAirlines Arena 32767 MIA 6718 0.2587455
## 1204 Bradley Center 32767 MIL 6684 0.2587744
## 1205 Target Center 32767 MIN 6618 0.2349363
## 1206 Continental Airlines Arena 32767 NJN 6747 0.2322690
## 1207 Ford Center 32767 NOH 6655 0.2552127
## 1208 Madison Square Garden (IV) 32767 NYK 6557 0.3055556
## 1209 TD Waterhouse Centre 32767 ORL 6444 0.2739558
## 1210 Wachovia Center 32767 PHI 6805 0.2462623
## 1211 America West Arena 32767 PHO 7191 0.2081884
## 1212 Rose Garden Arena 32767 POR 6563 0.2548907
## 1213 ARCO Arena (II) 32767 SAC 6781 0.2402707
## 1214 SBC Center 32767 SAN 6702 0.2541057
## 1215 KeyArena at Seattle Center 32767 SEA 6565 0.2787562
## 1216 Air Canada Centre 32767 TOR 6529 0.2382791
## 1217 Delta Center 32767 UTA 6559 0.3092694
## 1218 MCI Center 32767 WSW 6820 0.2811736
## 1219 Philips Arena 32767 6606 0.2756284
## 1220 TD Banknorth Garden 32767 6633 0.2552836
## 1221 Charlotte Bobcats Arena 32767 6757 0.2497964
## 1222 United Center 32767 6934 0.2720487
## 1223 Quicken Loans Arena 32767 6836 0.2823370
## 1224 American Airlines Center 32767 6560 0.2680653
## 1225 Pepsi Center 32767 7026 0.2749245
## 1226 The Palace of Auburn Hills 32767 6698 0.2676454
## 1227 Oracle Arena 32767 7203 0.2484816
## 1228 Toyota Center 32767 6901 0.2429597
## 1229 Conseco Fieldhouse 32767 6843 0.2681670
## 1230 Staples Center 32767 6592 0.2582897
## 1231 Staples Center 32767 6844 0.2488065
## 1232 FedExForum 32767 6689 0.2510145
## 1233 AmericanAirlines Arena 32767 6731 0.2425052
## 1234 Bradley Center 32767 6743 0.2618981
## 1235 Target Center 32767 6688 0.2336662
## 1236 Continental Airlines Arena 32767 6740 0.2371610
## 1237 Ford Center 32767 6883 0.2766072
## 1238 Madison Square Garden (IV) 32767 6730 0.2988705
## 1239 Amway Arena 32767 6420 0.2861586
## 1240 Wachovia Center 32767 6625 0.2586306
## 1241 US Airways Center 32767 6832 0.2125757
## 1242 Rose Garden Arena 32767 6419 0.2623650
## 1243 ARCO Arena (II) 32767 6748 0.2219437
## 1244 AT&T Center 32767 6544 0.2285972
## 1245 KeyArena at Seattle Center 32767 6612 0.2591455
## 1246 Air Canada Centre 32767 6724 0.2147937
## 1247 EnergySolutions Arena 32767 6522 0.3027631
## 1248 Verizon Center 32767 6901 0.2661333
## 1249 Philips Arena 32767 6816 0.2818004
## 1250 TD Banknorth Garden 32767 6634 0.2515152
## 1251 Charlotte Bobcats Arena 32767 6919 0.2481914
## 1252 United Center 32767 7024 0.2710377
## 1253 Quicken Loans Arena 32767 6969 0.2904255
## 1254 American Airlines Center 32767 6827 0.2530086
## 1255 Pepsi Center 32767 7338 0.2460466
## 1256 The Palace of Auburn Hills 32767 6606 0.2742117
## 1257 Oracle Arena 32767 7397 0.2610542
## 1258 Toyota Center 32767 6996 0.2711773
## 1259 Conseco Fieldhouse 32767 7266 0.2323310
## 1260 Staples Center 32767 6864 0.2206897
## 1261 Staples Center 32767 7129 0.2515406
## 1262 FedExForum 32767 7068 0.2306228
## 1263 AmericanAirlines Arena 32767 6618 0.2106009
## 1264 Bradley Center 32767 6754 0.2836784
## 1265 Target Center 32767 6808 0.2576851
## 1266 Izod Center 32767 6846 0.2540345
## 1267 New Orleans Arena 32767 6779 0.2579846
## 1268 Madison Square Garden (IV) 32767 6983 0.2715040
## 1269 Amway Arena 32767 6864 0.2266824
## 1270 Wachovia Center 32767 6653 0.2970490
## 1271 US Airways Center 32767 7002 0.2123894
## 1272 Rose Garden Arena 32767 6760 0.2493075
## 1273 ARCO Arena (II) 32767 6720 0.2358464
## 1274 AT&T Center 32767 6686 0.2211704
## 1275 KeyArena at Seattle Center 32767 7275 0.2485283
## 1276 Air Canada Centre 32767 6700 0.2207937
## 1277 EnergySolutions Arena 32767 6452 0.2843344
## 1278 Verizon Center 32767 6789 0.2715018
## 1279 Philips Arena 32767 6719 0.2489270
## 1280 TD Banknorth Garden 32767 6538 0.2667281
## 1281 Time Warner Cable Arena 32767 6439 0.2580833
## 1282 United Center 32767 6959 0.2607527
## 1283 Quicken Loans Arena 32767 6648 0.2581585
## 1284 American Airlines Center 32767 6897 0.2495881
## 1285 Pepsi Center 32767 6794 0.2621669
## 1286 The Palace of Auburn Hills 32767 6711 0.2652320
## 1287 Oracle Arena 32767 7304 0.2492155
## 1288 Toyota Center 32767 6794 0.2413793
## 1289 Conseco Fieldhouse 32767 7202 0.2393782
## 1290 Staples Center 32767 6882 0.2379043
## 1291 Staples Center 32767 7001 0.2762657
## 1292 FedExForum 32767 6457 0.2457922
## 1293 AmericanAirlines Arena 32767 6671 0.2292359
## 1294 Bradley Center 32767 6698 0.2597437
## 1295 Target Center 32767 6769 0.2579365
## 1296 Izod Center 32767 6660 0.2353919
## 1297 New Orleans Arena 32767 6536 0.2321274
## 1298 Madison Square Garden (IV) 32767 7236 0.2315709
## 1299 Ford Center 32767 6876 0.2687651
## 1300 Amway Arena 32767 7003 0.2350917
## 1301 Wachovia Center 32767 6595 0.2939180
## 1302 US Airways Center 32767 6764 0.2709211
## 1303 Rose Garden Arena 32767 6396 0.3049482
## 1304 ARCO Arena (II) 32767 6816 0.2273342
## 1305 AT&T Center 32767 6681 0.2084765
## 1306 Air Canada Centre 32767 6749 0.2216082
## 1307 EnergySolutions Arena 32767 6663 0.2700373
## 1308 Verizon Center 32767 6710 0.2611308
## f2 f3 f4 f5 f1_z f2_z
## 439 0.6794528 1.0608961 850.0 0.4692038 0.8261501025 0.4305513018
## 440 0.6336018 1.0355766 739.5 0.4573454 -0.1614936742 -0.5287493689
## 441 0.6586783 1.0262648 769.5 0.5110913 0.0728573463 -0.0040960907
## 442 0.6753761 1.0655244 843.0 0.3787914 1.1068592255 0.3452579294
## 443 0.6772421 1.0828468 1012.5 0.4124119 0.5260516776 0.3842982482
## 444 0.5966811 0.9563765 406.0 0.4861986 1.2230662893 -1.3012109237
## 445 0.6628959 0.9991226 654.0 0.4960920 -0.0835831227 0.0841460597
## 446 0.6572069 1.0211609 737.0 0.4347149 0.7394406336 -0.0348812709
## 447 0.5676501 0.9441937 288.5 0.4885011 1.1916188100 -1.9086029762
## 448 0.6873449 1.0419476 913.0 0.4788227 1.0485080676 0.5956715352
## 449 0.7166405 1.1135367 1092.0 0.3799122 0.0006919659 1.2085984055
## 450 0.6153305 0.9606499 464.5 0.4933696 0.0567462046 -0.9110247824
## 451 0.6466221 1.0179243 723.0 0.5034053 -0.0143456906 -0.2563370044
## 452 0.6580691 0.9920388 615.5 0.4923144 0.2330543109 -0.0168416597
## 453 0.6734441 1.0083899 623.5 0.4522610 -1.2945315697 0.3048362751
## 454 0.7739130 1.1480908 1292.0 0.4238178 -0.3910451809 2.4068634121
## 455 0.5634062 0.8891476 89.0 0.5570007 1.4554382459 -1.9973931899
## 456 0.6699380 1.0199876 687.0 0.4720356 -0.5432110295 0.2314817387
## 457 0.6281281 0.9858740 526.5 0.4408341 0.9108889621 -0.6432712444
## 458 0.6490338 0.9870392 597.0 0.5063021 -0.3634205340 -0.2058791847
## 459 0.6719899 1.0777239 1013.0 0.4770501 0.9327760392 0.2744107389
## 460 0.6108597 0.9883150 524.0 0.4711777 0.1876481514 -1.0045633851
## 461 0.7426617 1.0833511 970.0 0.3953738 0.0999527805 1.7530185115
## 462 0.6099005 0.9928905 534.5 0.4688097 0.1679509418 -1.0246320719
## 463 0.6490216 1.0142011 658.5 0.4952767 -0.4987889857 -0.2061352910
## 464 0.6383495 1.0194391 624.0 0.4658034 1.3618490855 -0.4294178088
## 465 0.6702846 1.0492751 858.5 0.4250584 -0.3451241382 0.2387332562
## 466 0.6178112 0.9480076 359.5 0.4996742 0.2965741770 -0.8591233907
## 467 0.6207068 0.9766162 503.0 0.5169516 0.7692824334 -0.7985410208
## 468 0.7085975 1.0750150 967.5 0.3936858 -0.0919739064 1.0403217654
## 469 0.6587529 1.0576803 875.0 0.4816953 0.6040671080 -0.0025342746
## 470 0.6932241 1.0472389 926.5 0.4794432 0.9637023625 0.7186773212
## 471 0.6782916 1.0270801 754.0 0.4669798 -0.0122047361 0.4062574443
## 472 0.6141304 0.9363028 340.0 0.5084521 -0.1383891727 -0.9361331600
## 473 0.6521306 1.0437551 833.5 0.4688365 0.3339075717 -0.1410883074
## 474 0.7350343 1.1113240 1237.0 0.4811762 0.0043661880 1.5934372903
## 475 0.6419724 0.9956904 613.0 0.4909444 0.7093900033 -0.3536187457
## 476 0.6422625 0.9841255 544.5 0.4905375 0.0502408000 -0.3475499755
## 477 0.5893708 0.9240775 270.0 0.5186690 1.4157929605 -1.4541574727
## 478 0.6782888 1.0597030 898.5 0.4180210 -0.2772720621 0.4061986085
## 479 0.6262100 0.9825099 505.0 0.4421932 0.5829463941 -0.6834030866
## 480 0.6054054 0.9261923 282.5 0.5194402 -0.6847877323 -1.1186795807
## 481 0.6511395 1.1059261 1073.5 0.4283697 1.5088456500 -0.1618238689
## 482 0.6242438 1.0440062 809.5 0.4649409 0.9071914565 -0.7245390427
## 483 0.6933788 1.0741530 936.0 0.4252797 1.9061459567 0.7219134702
## 484 0.6562333 1.0341595 719.5 0.5004145 0.0015343896 -0.0552508925
## 485 0.6379495 1.0117237 603.0 0.5315802 1.3898483002 -0.4377860604
## 486 0.7287324 1.1349400 1169.0 0.4399167 0.3410945562 1.4615868495
## 487 0.6095358 0.9838037 527.5 0.5112227 1.6188769766 -1.0322636788
## 488 0.6794209 1.0527900 913.5 0.5011899 0.7963727902 0.4298838776
## 489 0.6733121 1.0335968 735.0 0.4333164 0.3970635235 0.3020741690
## 490 0.6044386 0.9697498 445.5 0.5108569 1.2577794494 -1.1389063487
## 491 0.6657296 1.0008775 654.0 0.4874177 0.5409054982 0.1434329961
## 492 0.7022333 1.0626590 873.5 0.4173982 0.4415355928 0.9071676456
## 493 0.6136756 0.9113579 189.0 0.5125352 -0.8487292253 -0.9456485383
## 494 0.6364586 0.9967896 599.0 0.4669462 0.1981025246 -0.4689797046
## 495 0.7020268 1.0834022 1020.5 0.5049382 0.4033151223 0.9028492824
## 496 0.6380838 0.9259915 325.0 0.6122253 0.5044195720 -0.4349764537
## 497 0.6453202 1.0109631 666.0 0.5193228 0.5193011075 -0.2835761066
## 498 0.6136141 0.9409509 318.0 0.5025111 0.4137668553 -0.9469359167
## 499 0.6294469 0.9719876 483.0 0.4974908 0.0719210288 -0.6156797590
## 500 0.6507893 1.0404788 726.0 0.4456823 1.1890074216 -0.1691516249
## 501 0.6066635 0.9385191 328.0 0.4812443 -0.2178581851 -1.0923581419
## 502 0.5850340 0.9748050 521.0 0.5737331 1.7700297956 -1.5448930060
## 503 0.6080813 1.0176423 664.5 0.4739514 1.1375085684 -1.0626939124
## 504 0.6039933 0.9993169 585.5 0.4516598 0.9413059094 -1.1482229400
## 505 0.6274142 0.9897524 580.0 0.4720115 2.2156437299 -0.6582089319
## 506 0.5921528 0.9739203 459.0 0.4474645 1.0220240650 -1.3959523655
## 507 0.6447622 0.9685344 429.0 0.5131480 0.5797698182 -0.2952513058
## 508 0.6943933 1.0873786 1038.0 0.4245518 0.5050471428 0.7431381724
## 509 0.6710765 1.0556120 872.0 0.5055779 1.0732055393 0.2553017689
## 510 0.6571283 1.0061350 690.5 0.6010283 0.5414579613 -0.0365260298
## 511 0.7249081 1.0993625 980.0 0.4350693 0.3697075669 1.3815746659
## 512 0.6221805 1.0151136 717.5 0.5702082 2.0335616264 -0.7677094670
## 513 0.6625130 1.0219007 809.0 0.5171539 1.6406430852 0.0761339761
## 514 0.7216157 1.0942875 1014.0 0.3832942 0.3428785152 1.3126906933
## 515 0.5340638 0.8429032 -173.0 0.5708042 0.6210061292 -2.6112989014
## 516 0.5688415 0.9156568 248.5 0.5184057 0.9093349713 -1.8836757412
## 517 0.6577147 1.0035260 660.5 0.5098992 0.3363868435 -0.0242559701
## 518 0.6425363 0.9989773 641.5 0.5345958 0.8311669442 -0.3418206556
## 519 0.5712898 0.8945172 103.0 0.5472928 1.0616435398 -1.8324521209
## 520 0.6247128 0.9696319 459.5 0.4845968 -0.0206807906 -0.7147274711
## 521 0.6444384 1.0315969 717.0 0.5058357 1.6193542690 -0.3020258052
## 522 0.6184638 0.9700659 474.0 0.5211486 0.1295153311 -0.8454688176
## 523 0.6621406 1.0573443 883.5 0.5492557 1.0370933101 0.0683424569
## 524 0.5998506 1.0075666 639.0 0.4646215 1.6051547991 -1.2348981327
## 525 0.6315208 0.9405602 301.5 0.5950480 -0.3566351473 -0.5722884185
## 526 0.6429259 1.0439711 823.5 0.4964259 0.7240167766 -0.3336701648
## 527 0.6687825 1.0086244 643.5 0.5169489 1.3507622477 0.2073049670
## 528 0.5540265 0.9184692 204.0 0.5264687 1.1113412994 -2.1936369501
## 529 0.5692558 0.9173137 178.5 0.5149874 1.9819272063 -1.8750064227
## 530 0.7007852 1.0981575 1026.5 0.4889531 0.5490859492 0.8768711694
## 531 0.7265852 1.0736237 919.5 0.5410709 0.1541778205 1.4166634167
## 532 0.6771097 1.0404906 868.0 0.4908990 0.7655886998 0.3815277968
## 533 0.7109792 1.1174551 1049.0 0.5054242 0.8589852565 1.0901523538
## 534 0.6185278 1.0168103 646.5 0.5367676 2.6306424038 -0.8441298026
## 535 0.6356069 1.0139332 654.0 0.5088558 0.9520136068 -0.4867997541
## 536 0.6660210 1.0370876 799.5 0.4951607 1.8844288278 0.1495299238
## 537 0.6796642 1.0160813 645.0 0.4424876 -0.0984120305 0.4349750807
## 538 0.5519417 0.8721174 18.0 0.5847381 0.9582592031 -2.2372545390
## 539 0.5651062 0.9263872 269.0 0.4973355 1.3608820787 -1.9618265462
## 540 0.7045390 1.0775824 878.0 0.4534401 -0.2599097976 0.9554098775
## 541 0.6946565 1.0719049 897.0 0.4578223 0.3236286461 0.7486454520
## 542 0.5674938 0.8711946 -25.5 0.5091640 0.7699400667 -1.9118721538
## 543 0.5927848 0.9688150 430.0 0.4608113 1.1653964656 -1.3827289492
## 544 0.6421556 0.9970323 610.0 0.5041031 1.0897290353 -0.3497871042
## 545 0.5441140 0.9120758 166.5 0.5068798 1.8530593066 -2.4010284865
## 546 0.6903863 1.0944290 954.0 0.4610230 0.4474281040 0.6593037157
## 547 0.5940020 0.9542411 398.0 0.5792165 0.4410635259 -1.3572630634
## 548 0.6800446 0.9976257 566.0 0.5420550 -0.5481674273 0.4429331042
## 549 0.6639819 1.0346084 773.0 0.4793710 -0.0566012020 0.1068664759
## 550 0.6709750 1.0170332 646.5 0.4457825 0.7967853306 0.2531775211
## 551 0.5704494 0.9484103 345.0 0.4860032 1.5020488066 -1.8500355497
## 552 0.5966747 0.9310453 236.5 0.5845204 1.3186738360 -1.3013445109
## 553 0.7360303 1.1274887 1126.0 0.4866999 0.3134668003 1.6142740907
## 554 0.6897458 1.0698695 864.5 0.4780681 0.7370586262 0.6459040368
## 555 0.6342533 0.9376817 357.5 0.5536143 0.6174895086 -0.5151196845
## 556 0.6736784 1.0613339 865.5 0.4918277 1.4435924036 0.3097382802
## 557 0.6514208 1.0463003 772.5 0.4720720 1.6726576378 -0.1559375280
## 558 0.6375208 1.0508218 820.0 0.5046192 2.2083538802 -0.4467572948
## 559 0.7232739 1.0539749 860.0 0.4660981 0.1528501318 1.3473842627
## 560 0.7310226 1.0640970 881.5 0.4818833 0.0698161498 1.5095035074
## 561 0.5732079 0.9180020 223.0 0.5038339 1.5769058091 -1.7923201472
## 562 0.5717697 0.9244589 226.5 0.5013927 1.3592409007 -1.8224110329
## 563 0.6532999 1.0236751 680.0 0.4489764 0.8647639397 -0.1166231768
## 564 0.6804717 1.0428919 756.5 0.5030655 0.8368885222 0.4518684943
## 565 0.6314655 0.9154419 224.5 0.4924495 0.4437072366 -0.5734458707
## 566 0.6167883 0.9666874 418.0 0.5053841 0.5117155857 -0.8805244480
## 567 0.6474289 0.9782156 506.0 0.4963328 0.8809485322 -0.2394578298
## 568 0.6373396 1.0134325 640.5 0.4338871 0.8522227897 -0.4505470279
## 569 0.6761735 1.0664008 799.5 0.5536200 0.8092551867 0.3619414868
## 570 0.6056056 0.9417031 327.5 0.4690657 0.2326436205 -1.1144909610
## 571 0.7033829 1.0364626 804.0 0.5387421 0.3639789122 0.9312218333
## 572 0.6506336 1.0037477 573.0 0.4508141 -0.4710546424 -0.1724089740
## 573 0.6733892 0.9913673 608.0 0.5195008 0.2298636309 0.3036881242
## 574 0.6098369 0.9915375 551.5 0.4491669 1.2225289948 -1.0259631386
## 575 0.6303901 1.0060963 628.5 0.5647275 1.1734645244 -0.5959450023
## 576 0.6747875 1.0880330 871.0 0.4867073 0.6431168810 0.3329441265
## 577 0.6535052 1.0271028 739.0 0.4981945 1.3012397473 -0.1123274136
## 578 0.6705619 0.9995249 682.0 0.4959780 0.2201496224 0.2445349244
## 579 0.6690740 1.0387303 827.0 0.5036620 1.1558704501 0.2134052011
## 580 0.7020259 1.0505019 866.0 0.5196670 1.1664881240 0.9028291376
## 581 0.7521510 1.1320876 1214.0 0.5537028 0.0216597595 1.9515542485
## 582 0.7292378 1.0932852 1042.0 0.4911619 0.9590355219 1.4721604011
## 583 0.6461414 0.9905237 578.5 0.5117528 1.2744206001 -0.2663940202
## 584 0.5578161 0.8930492 110.0 0.5393446 1.7315567413 -2.1143499736
## 585 0.5886935 0.9068464 178.0 0.4997894 0.2309903555 -1.4683293463
## 586 0.5986245 0.9781905 450.0 0.4545439 1.7527902171 -1.2605510684
## 587 0.6754335 1.0400318 713.0 0.4253813 0.4343923285 0.3464596422
## 588 0.5618173 0.9013534 145.0 0.5222779 2.3978576061 -2.0306371347
## 589 0.5873737 0.9281085 250.0 0.4759195 0.3373009117 -1.4959409417
## 590 0.6375405 1.0202936 657.0 0.4575021 0.9122447487 -0.4463451190
## 591 0.5836987 0.9405367 287.5 0.4694221 1.4209889188 -1.5728298887
## 592 0.7259055 1.1497208 1191.0 0.4823677 1.7200823774 1.4024413620
## 593 0.5766178 0.9135078 207.5 0.5433843 0.6324042997 -1.7209793145
## 594 0.6454809 0.9394805 391.0 0.5932167 -0.2049145977 -0.2802136734
## 595 0.6712951 1.0455131 769.0 0.4718060 -0.0015879239 0.2598740148
## 596 0.6754484 1.0244907 708.5 0.5033054 0.5589339752 0.3467714761
## 597 0.5697109 0.9492616 310.0 0.4635100 0.8585946303 -1.8654850785
## 598 0.6670391 1.0380220 735.5 0.5101440 0.5731194076 0.1708302851
## 599 0.6761316 1.1071429 958.0 0.4479629 0.6447388610 0.3610642594
## 600 0.6429159 0.9965405 574.0 0.4897732 0.2657446927 -0.3338798659
## 601 0.7335835 1.0690816 952.5 0.4390764 -0.4075313713 1.5630822196
## 602 0.6619073 1.0740546 934.0 0.4229302 1.6986086782 0.0634624165
## 603 0.7210904 1.1233399 1172.0 0.4998534 1.6725310457 1.3016995915
## 604 0.6419431 1.0020504 608.5 0.5299128 0.7081259435 -0.3542329656
## 605 0.7077008 1.0129545 659.0 0.4784627 -0.6531623225 1.0215605727
## 606 0.6690022 1.0440884 762.5 0.4703613 0.4749409433 0.2119033218
## 607 0.5483707 0.8643357 -52.5 0.5483091 0.9271019365 -2.3119691351
## 608 0.5841610 0.9178769 224.5 0.5290604 0.8758002659 -1.5631582558
## 609 0.6494932 1.0387176 723.0 0.4555768 1.3233867316 -0.1962669854
## 610 0.6334987 1.0056713 547.0 0.4418799 0.7022764211 -0.5309075791
## 611 0.6031275 0.9349753 302.0 0.5414190 1.5538433867 -1.1663376934
## 612 0.6568131 1.0310524 670.0 0.4543654 0.2506956574 -0.0431205775
## 613 0.6470240 1.0502087 746.0 0.4383432 1.8450307268 -0.2479291737
## 614 0.6272356 0.9605984 445.0 0.5186400 0.9342258923 -0.6619455964
## 615 0.5950481 0.9881676 501.5 0.5694480 1.9204315391 -1.3353758333
## 616 0.6407249 1.0008573 587.5 0.5117167 0.0249771793 -0.3797186486
## 617 0.5963169 0.8803788 78.5 0.6070584 0.2681107963 -1.3088299241
## 618 0.6575532 1.0308227 656.0 0.4926109 -0.1456371352 -0.0276361103
## 619 0.6407122 0.9537832 434.5 0.5630545 0.7225854058 -0.3799853847
## 620 0.5717500 0.9393595 259.0 0.4579727 0.5261420642 -1.8228232032
## 621 0.6126321 0.9620690 392.5 0.5314106 0.5608968834 -0.9674805148
## 622 0.6336608 1.0029805 619.5 0.5058283 0.5035845637 -0.5275156851
## 623 0.6911024 1.0740658 862.0 0.4001553 0.0461687496 0.6742863901
## 624 0.7291898 1.1303323 1198.5 0.4063661 0.9959867671 1.4711565337
## 625 0.6821932 1.1042719 1050.0 0.3949434 1.3945731650 0.4878874139
## 626 0.7579675 1.1768026 1318.0 0.4747320 1.0729914058 2.0732488708
## 627 0.5887652 0.9883302 524.5 0.5195314 2.0703573727 -1.4668277948
## 628 0.6973542 1.0526043 802.5 0.4768095 0.6117776235 0.8050876343
## 629 0.6200766 0.9803606 491.5 0.5605417 0.9503464157 -0.8117268511
## 630 0.5861803 0.9302231 280.0 0.6551630 0.9690383375 -1.5209097289
## 631 0.5228988 0.8283789 -242.0 0.5510812 0.9110394453 -2.8448947133
## 632 0.6101650 0.9731606 488.5 0.4647545 1.4841087145 -1.0190989926
## 633 0.6820760 1.0773425 889.5 0.4222931 0.9936324995 0.4854346578
## 634 0.7055539 1.0390969 787.0 0.5321139 0.3618664482 0.9766432694
## 635 0.5932296 0.9641649 422.0 0.5137981 2.3118344305 -1.3734238154
## 636 0.6522678 0.9946524 537.5 0.5002598 -0.3382279511 -0.1382168891
## 637 0.6152225 0.9735209 506.0 0.5085204 1.0977353569 -0.9132838789
## 638 0.6115011 0.9541333 350.5 0.4762896 0.9018269629 -0.9911449313
## 639 0.6568194 1.0165079 631.0 0.5253716 -0.3889253106 -0.0429872257
## 640 0.6495580 0.9572431 454.5 0.5222194 -0.3197941551 -0.1949130388
## 641 0.7253731 1.0838550 948.0 0.4083029 -0.9397261102 1.3913038889
## 642 0.6270867 0.9861718 534.5 0.4961122 1.7505176687 -0.6650601869
## 643 0.5746528 0.9185764 143.0 0.4276416 0.0120308777 -1.7620908354
## 644 0.6677976 1.0751226 889.0 0.5361609 1.5169615983 0.1866989537
## 645 0.6556257 1.0233199 675.5 0.4883825 -0.1295530911 -0.0679636675
## 646 0.6454902 0.9735282 480.0 0.5006238 -0.0183136728 -0.2800193604
## 647 0.7254381 1.0843693 1061.5 0.4288954 0.0280906266 1.3926637519
## 648 0.6777036 1.0543456 852.0 0.4321755 0.8292683425 0.3939545836
## 649 0.7057999 1.0780316 950.5 0.4699431 0.9912462380 0.9817905580
## 650 0.6346971 1.0177607 680.5 0.4588514 1.3650902116 -0.5058335514
## 651 0.6608904 1.0304477 668.5 0.4629529 0.4372218754 0.0421867109
## 652 0.6573950 1.0108469 686.0 0.6058078 0.4383526655 -0.0309446709
## 653 0.5747483 0.9321856 229.0 0.4766029 0.6550250104 -1.7600932008
## 654 0.6188448 0.9828710 503.0 0.4054606 0.8685500287 -0.8374979971
## 655 0.6544199 1.0398463 699.5 0.4314830 0.7005059521 -0.0931909267
## 656 0.7433908 1.1020657 1042.5 0.4743257 -0.2520318000 1.7682723865
## 657 0.6000539 0.9814971 506.5 0.5246711 2.2934178263 -1.2306453450
## 658 0.6059390 0.9382808 277.0 0.5402706 0.1465204509 -1.1075155309
## 659 0.6539313 1.0047069 611.5 0.4731696 0.6650237591 -0.1034124358
## 660 0.6392457 0.9962454 553.5 0.5227188 0.4822400373 -0.4106677710
## 661 0.6167024 0.9572668 376.5 0.5126303 0.3716865544 -0.8823230359
## 662 0.6645551 1.0689095 810.5 0.4453005 0.4574183817 0.1188603520
## 663 0.6487464 0.9873340 542.0 0.4831556 0.0417783232 -0.2118915911
## 664 0.6601274 1.0045639 647.0 0.5034698 -0.4724670914 0.0262222551
## 665 0.5929688 0.9785421 493.5 0.4697914 2.2394362598 -1.3788812180
## 666 0.5674938 0.8625222 -77.0 0.5381393 -0.5945802437 -1.9118721538
## 667 0.6484747 1.0605074 783.0 0.4238702 1.1884994317 -0.2175777092
## 668 0.6167310 0.9843750 550.0 0.6000975 1.2633250248 -0.8817233803
## 669 0.6091396 0.9592163 423.0 0.4548665 0.9313036435 -1.0405511833
## 670 0.7337470 1.1434043 1257.0 0.3828368 0.4611044728 1.5665024798
## 671 0.5950140 0.9632219 390.0 0.4724979 1.3877844551 -1.3360903606
## 672 0.6662191 1.0135079 690.0 0.5094409 0.5051681454 0.1536743914
## 673 0.6097498 0.9835929 504.5 0.4765731 0.6437547506 -1.0277853447
## 674 0.7128276 1.0659855 868.5 0.4085074 -0.0118122146 1.1288239813
## 675 0.7562232 1.1517402 1278.0 0.5409584 0.4159384682 2.0367532547
## 676 0.5420095 0.8646305 -47.0 0.5044884 0.8989484628 -2.4450591115
## 677 0.6769609 1.0277423 726.0 0.4166854 -0.0104771797 0.3784159807
## 678 0.6344753 1.0064281 594.5 0.5584539 0.6994017333 -0.5104743730
## 679 0.6721582 0.9908789 621.5 0.6169371 0.2215509302 0.2779318179
## 680 0.6004909 0.9423764 333.0 0.5775984 1.5017650151 -1.2215023700
## 681 0.6342580 0.9606079 427.0 0.5475652 0.4705532137 -0.5150208532
## 682 0.5882808 0.9522676 373.5 0.5146018 1.0974548122 -1.4769622600
## 683 0.6176239 1.0112371 633.5 0.5510138 1.1479403236 -0.8630419576
## 684 0.6824737 1.0944579 979.5 0.4650451 1.0850051022 0.4937543155
## 685 0.5971166 0.9841792 541.0 0.5802961 1.9762455698 -1.2920983178
## 686 0.6607367 1.0144799 728.5 0.4739347 0.1087996153 0.0389694746
## 687 0.6316459 1.0093317 713.5 0.5209803 0.9428396587 -0.5696720497
## 688 0.6460736 1.0141761 644.5 0.4502648 1.3403092013 -0.2678135870
## 689 0.5830454 0.9011529 98.0 0.5098862 -0.3631319875 -1.5864982004
## 690 0.6144676 1.0148724 578.5 0.4223768 1.0615543271 -0.9290784359
## 691 0.6065089 0.9545257 370.0 0.5063346 0.0628522728 -1.0955926029
## 692 0.5700791 0.9582227 395.5 0.4923201 1.9469420472 -1.8577811498
## 693 0.7331910 1.1010417 1074.5 0.3565392 -0.4825618365 1.5548712264
## 694 0.5989474 0.9633124 397.0 0.4678602 1.2277131566 -1.2537956342
## 695 0.6936688 1.0500000 838.0 0.5300172 -0.1134393060 0.7279805918
## 696 0.6318709 0.9893112 576.5 0.4849386 0.8064188022 -0.5649643337
## 697 0.6711409 1.0106762 631.0 0.4903505 -0.0922923596 0.2566494821
## 698 0.6930075 1.0740894 978.5 0.5579081 0.1433393855 0.7141458595
## 699 0.5743105 0.9185086 193.0 0.4989551 0.4238933568 -1.7692515862
## 700 0.6453348 1.0081214 624.0 0.4754511 0.2494390229 -0.2832712631
## 701 0.7069808 1.1008083 953.5 0.4794471 0.0538986479 1.0064956211
## 702 0.6510832 1.0461812 785.5 0.4899629 1.2391395605 -0.1630008615
## 703 0.6246491 1.0069613 586.0 0.5381709 1.5206827849 -0.7160605649
## 704 0.6639187 1.0327011 702.0 0.5059549 0.1203878628 0.1055438044
## 705 0.6235386 1.0112570 630.5 0.4333558 1.1422594869 -0.7392944533
## 706 0.6469175 1.0211873 677.5 0.5712278 0.7755751542 -0.2501563740
## 707 0.6566501 1.0070136 680.5 0.5498293 0.4520207049 -0.0465297481
## 708 0.6588571 1.0442013 766.0 0.4375443 1.3761380772 -0.0003540224
## 709 0.6094763 0.9265714 263.5 0.5049694 0.0806649571 -1.0335074983
## 710 0.6260593 1.0046287 636.0 0.5346104 0.9339623257 -0.6865551270
## 711 0.6181867 1.0044440 652.0 0.4796637 2.0849867737 -0.8512683428
## 712 0.5992449 0.9942706 498.0 0.4814047 1.0206667762 -1.2475711355
## 713 0.7366498 1.1063946 1083.0 0.5007139 -0.2718787023 1.6272361089
## 714 0.6154670 0.9694077 398.0 0.4646740 -0.1153884891 -0.9081703370
## 715 0.5763696 0.9091373 161.5 0.4541205 0.2378477930 -1.7261711380
## 716 0.6439979 0.9874460 554.5 0.5389087 -0.2370733211 -0.3112405906
## 717 0.7570711 1.1498433 1285.0 0.3467504 -0.4444289211 2.0544938118
## 718 0.5636270 0.9226290 193.5 0.4844786 1.2028412424 -1.9927739471
## 719 0.6127235 0.9717571 565.0 0.5372781 0.5844270925 -0.9655698244
## 720 0.6262574 1.0018580 581.5 0.4834422 0.8516150838 -0.6824105842
## 721 0.5857613 0.8935541 104.0 0.6616683 0.1968151091 -1.5296758177
## 722 0.6389376 0.9828335 584.0 0.6512665 0.1058784845 -0.4171135926
## 723 0.5556389 0.8911031 48.0 0.4799191 0.4550539744 -2.1599019378
## 724 0.6676072 1.0590800 865.0 0.6017353 1.3547721238 0.1827165242
## 725 0.6486111 1.0393498 722.5 0.4128619 0.2448942481 -0.2147230910
## 726 0.6873959 1.0980129 954.0 0.4483852 0.5141315588 0.5967381052
## 727 0.6249328 1.0255809 726.5 0.4987383 1.4186237463 -0.7101237305
## 728 0.6630016 1.0229910 681.5 0.4665539 0.5004045452 0.0863579846
## 729 0.5927176 0.9334374 285.0 0.4469442 -0.1267611968 -1.3841352482
## 730 0.6376000 1.0613923 863.0 0.4421248 1.4014826753 -0.4450992690
## 731 0.6797181 1.0523353 836.5 0.5091408 -0.2147623284 0.4361019406
## 732 0.6723102 1.0628596 923.0 0.5705504 1.1229057047 0.2811132019
## 733 0.6203857 1.0348938 755.0 0.4795596 2.0088684052 -0.8052600535
## 734 0.5504067 0.8717060 -37.5 0.5394517 0.4631318457 -2.2693709496
## 735 0.6769805 1.0959290 1009.0 0.4495443 0.4728418811 0.3788262612
## 736 0.6394052 1.0307418 713.5 0.5165305 1.8987932259 -0.4073305007
## 737 0.5875792 0.9466556 267.0 0.4838738 0.1401248079 -1.4916419237
## 738 0.7815729 1.1635923 1241.0 0.4283675 -1.4754463584 2.5671242192
## 739 0.6639676 1.0235561 638.0 0.4141583 0.2875905081 0.1065679934
## 740 0.6594027 1.0336704 723.5 0.4576916 0.2157468378 0.0110611326
## 741 0.6437584 0.9863917 507.0 0.4690403 -0.0698738625 -0.3162524917
## 742 0.7599466 1.1888937 1374.5 0.3025621 -0.6574634778 2.1146552160
## 743 0.6056824 1.0150948 588.5 0.4180228 1.0050977382 -1.1128838034
## 744 0.6297645 0.8941395 178.5 0.6237487 -1.4695897245 -0.6090346933
## 745 0.6270711 0.9837610 506.5 0.4719259 0.9468827076 -0.6653861528
## 746 0.6143354 0.9263836 238.0 0.5544142 -0.5806499630 -0.9318451850
## 747 0.6270199 0.9885193 521.0 0.5517166 0.1859691696 -0.6664584445
## 748 0.5803364 0.9448327 305.0 0.4697175 0.4355308654 -1.6431782148
## 749 0.6868040 1.0831690 942.0 0.5141179 0.6460359157 0.5843546526
## 750 0.6719754 1.0336475 732.5 0.4501939 0.0416681822 0.2741084461
## 751 0.7015106 1.1266554 1051.0 0.4481711 0.6621948813 0.8920476934
## 752 0.7160630 1.1379011 1208.0 0.4717875 0.8538617755 1.1965165577
## 753 0.5809814 0.9371446 315.0 0.5648431 0.9999534952 -1.6296815995
## 754 0.6599024 1.0720224 933.0 0.5506069 0.8678930614 0.0215147778
## 755 0.6367568 1.0028066 569.5 0.4532217 0.5176297277 -0.4627417352
## 756 0.5751232 0.9011869 101.5 0.4610069 0.0007463441 -1.7522495780
## 757 0.6081011 1.0490133 756.0 0.3764756 1.5056114453 -1.0622791032
## 758 0.6706412 1.0200859 666.5 0.5144573 -1.2260095709 0.2461944691
## 759 0.5864957 0.9577688 363.0 0.4480043 0.9211973771 -1.5143117577
## 760 0.6393966 1.0843289 863.5 0.4578729 1.8003972586 -0.4075110114
## 761 0.5838838 0.9078919 117.0 0.4997195 -0.0257379942 -1.5689589654
## 762 0.6431141 1.0219769 705.5 0.4893871 0.2476636701 -0.3297328268
## 763 0.6844700 1.0881004 943.5 0.4255398 0.8127254151 0.5355223273
## 764 0.5323671 0.8647904 -91.0 0.5176609 0.5111731833 -2.6467973168
## 765 0.7168520 1.0657486 871.5 0.4800175 -0.5896373850 1.2130236069
## 766 0.5977329 0.9832064 456.0 0.3829493 1.1221877283 -1.2792043487
## 767 0.6555495 1.0187928 633.5 0.4921481 -0.3730844913 -0.0695574464
## 768 0.6915810 1.0273301 683.5 0.4889601 -0.7190981470 0.6842994921
## 769 0.7892434 1.2206821 1727.5 0.4282193 0.4120794984 2.7276083085
## 770 0.6162602 1.0361311 662.0 0.4282262 1.0899109704 -0.8915746636
## 771 0.6517740 0.9883436 589.0 0.4963606 0.0489795517 -0.1485490230
## 772 0.6109575 0.9858774 550.5 0.4906656 1.1100327375 -1.0025172294
## 773 0.6214401 0.9388075 308.5 0.5440349 -0.1768236650 -0.7831995017
## 774 0.6539067 1.0543340 814.5 0.4873465 0.7732381541 -0.1039288009
## 775 0.5596213 0.9269460 222.0 0.4745703 0.2900657027 -2.0765819659
## 776 0.6496290 1.0266437 712.0 0.5404803 0.8272097295 -0.1934262648
## 777 0.6642755 1.0396300 727.5 0.4421928 0.1858954265 0.1130089824
## 778 0.6879699 1.1261335 1089.5 0.4441418 0.7839885323 0.6087481263
## 779 0.6594468 1.0545510 912.0 0.5371786 1.3999480753 0.0119821247
## 780 0.6226013 0.9749679 442.5 0.5112646 0.2125371981 -0.7589048342
## 781 0.6617258 1.0788049 911.5 0.5161043 0.5846454270 0.0596640672
## 782 0.6465606 0.9905366 532.5 0.4839961 -0.6981372113 -0.2576247273
## 783 0.5692346 0.9180032 188.5 0.4671450 0.6056237911 -1.8754512086
## 784 0.5951960 1.0029667 553.5 0.3947800 0.7559852282 -1.3322832995
## 785 0.7173484 1.0650022 877.5 0.5087972 -0.5550807984 1.2234086897
## 786 0.5641153 0.9255254 196.0 0.4842823 0.7254616299 -1.9825574126
## 787 0.6223574 1.0133349 612.0 0.4816467 1.4105190315 -0.7640079344
## 788 0.6004217 0.9161677 158.5 0.4631275 -1.0029844907 -1.2229490526
## 789 0.6367147 1.0058714 644.5 0.5586435 0.3009022196 -0.4636210865
## 790 0.6664048 1.0596721 867.5 0.4651127 0.9539223662 0.1575596103
## 791 0.5876574 0.9302490 244.5 0.4769377 0.2155209224 -1.4900054652
## 792 0.6831657 1.0333470 789.0 0.4841077 0.0447935531 0.5082333073
## 793 0.5767800 0.9627255 369.0 0.3743923 1.2510699016 -1.7175843168
## 794 0.6031988 0.9355953 301.0 0.4707109 -0.1115345909 -1.1648469107
## 795 0.7040407 1.0815275 966.0 0.5409852 0.2138009228 0.9449828455
## 796 0.6987020 1.1258206 1129.5 0.4897920 1.0962060541 0.8332866064
## 797 0.5909329 0.9874221 499.0 0.4997232 1.1380231415 -1.4214752942
## 798 0.6260601 0.9536226 429.0 0.4986405 0.5575043374 -0.6865380389
## 799 0.6128375 0.9564951 403.0 0.5946046 0.1166949646 -0.9631842757
## 800 0.5981477 0.9057669 145.0 0.5441709 0.2994588312 -1.2705270127
## 801 0.6458003 1.0222577 680.0 0.4372289 0.3351296070 -0.2735309631
## 802 0.6465961 1.0145798 685.0 0.4872155 0.3704185528 -0.2568804492
## 803 0.6656560 1.0378722 742.5 0.5015063 0.5983528528 0.1418929079
## 804 0.6690710 1.0583998 848.5 0.5121197 1.2581296035 0.2133413650
## 805 0.6917827 1.0371608 833.5 0.5758382 0.0197008345 0.6885194294
## 806 0.6274980 1.0461427 830.0 0.5264757 2.3610767795 -0.6564548496
## 807 0.6148148 1.0065309 536.5 0.4051093 1.0387453219 -0.9218144546
## 808 0.6756010 1.0650451 849.0 0.5194393 0.2749645647 0.3499634492
## 809 0.6398810 0.9902172 540.0 0.5302759 0.0986176561 -0.3973768288
## 810 0.5792984 0.9222066 220.5 0.4700972 0.1222812220 -1.6648940083
## 811 0.5988208 1.0115960 603.5 0.4174759 1.2850537043 -1.2564434008
## 812 0.6831478 1.0073352 692.0 0.5581556 -0.5795438977 0.5078591447
## 813 0.6076666 1.0029424 565.5 0.4515421 1.1956490298 -1.0713709153
## 814 0.6187170 1.0273273 684.0 0.4982499 1.5422684116 -0.8401718475
## 815 0.5802882 0.9264736 217.5 0.4727138 0.6811383742 -1.6441853608
## 816 0.7042479 1.0599283 882.5 0.4830955 -0.6699218159 0.9493190696
## 817 0.6768583 1.0900311 945.5 0.4526379 1.2419187340 0.3762699270
## 818 0.6344717 1.0041090 566.0 0.4464350 0.0853655393 -0.5105496660
## 819 0.5912894 0.9023618 166.5 0.5728656 0.1011002443 -1.4140174657
## 820 0.6503015 1.0748681 846.0 0.3658736 1.6613249620 -0.1793572598
## 821 0.6164810 0.9516504 329.0 0.4158940 -0.7698163545 -0.8869552397
## 822 0.8101715 1.2170348 1484.5 0.5378881 0.2377611510 3.1654683942
## 823 0.6439589 1.0289840 721.0 0.4766535 0.9176675948 -0.3120580257
## 824 0.6811715 1.0981609 992.5 0.4486374 1.0965421170 0.4665114325
## 825 0.6293612 1.0009510 591.5 0.5292922 1.0422890397 -0.6174717752
## 826 0.5924109 0.9098849 145.0 0.4860473 -0.2675635028 -1.3905517059
## 827 0.6349851 0.9802400 499.0 0.5163863 1.2946429706 -0.4998084676
## 828 0.6516043 1.0255405 710.0 0.4625834 0.6169100983 -0.1520995866
## 829 0.6555193 1.0250869 694.5 0.4803197 0.2019680392 -0.0701888064
## 830 0.6810902 1.0723921 838.0 0.4272425 0.3673272372 0.4648093264
## 831 0.6774011 0.9991400 630.5 0.5545895 -0.1782956322 0.3876261575
## 832 0.6677170 0.9974146 549.5 0.5880616 -0.7287853532 0.1850130040
## 833 0.6313947 1.0209130 649.5 0.4569432 1.4361885457 -0.5749270457
## 834 0.6120032 0.9821050 431.0 0.3693543 0.5914407360 -0.9806403603
## 835 0.5752280 0.9078195 131.5 0.5802886 0.2659708671 -1.7500567098
## 836 0.6785162 1.0070750 664.0 0.5463653 -0.7870625034 0.4109564280
## 837 0.6083530 0.9723978 428.0 0.4558159 0.7575344164 -1.0570088395
## 838 0.6671067 1.1022852 976.5 0.3527814 0.4706055131 0.1722435023
## 839 0.7108768 1.0928242 992.0 0.4641917 -0.0515469421 1.0880094034
## 840 0.6143555 0.9564386 336.0 0.4617785 -0.8338827168 -0.9314233875
## 841 0.6228956 1.0336058 685.5 0.3985951 1.2660162340 -0.7527465321
## 842 0.6233836 0.9593876 369.0 0.4473332 0.1639616415 -0.7425365664
## 843 0.6986601 1.0602790 844.0 0.5067096 -0.5928498895 0.8324097148
## 844 0.6219995 1.0105552 628.5 0.4080813 1.1530554990 -0.7714959313
## 845 0.6820778 1.0338216 722.5 0.4636378 -0.4523033020 0.4854717735
## 846 0.6332136 0.9613974 419.0 0.4940587 -0.5900719540 -0.5368732082
## 847 0.6376317 1.0325613 634.5 0.4030125 0.8558923349 -0.4444370021
## 848 0.6468144 1.0271751 651.0 0.3954156 0.3156635798 -0.2523140674
## 849 0.7594053 1.1547564 1224.0 0.4995417 0.7428031216 2.1033309811
## 850 0.5923761 0.9600459 367.5 0.4993917 0.3746836676 -1.3912804861
## 851 0.7148772 1.0446618 805.5 0.5427849 -0.8153041090 1.1717057676
## 852 0.6168033 0.9506344 413.0 0.5553002 1.0271061862 -0.8802115044
## 853 0.6063777 0.9350358 251.0 0.4761538 -0.9725880281 -1.0983375397
## 854 0.5921342 0.9329125 252.5 0.5049720 1.3968770777 -1.3963415220
## 855 0.6569455 0.9737564 540.0 0.6044438 0.0097460523 -0.0403494946
## 856 0.6900027 1.0602473 929.5 0.5188578 0.6324042997 0.6512786679
## 857 0.6285714 1.0173436 616.0 0.4465382 1.2858282189 -0.6339964436
## 858 0.7403561 1.1254045 1085.5 0.4781860 0.1990747403 1.7047794714
## 859 0.6325069 0.9751484 438.0 0.5972151 -0.4394665928 -0.5516581696
## 860 0.6550920 1.0520661 823.0 0.4281755 1.1469760103 -0.0791290782
## 861 0.6120502 0.9931132 476.5 0.3827972 0.9468735493 -0.9796569175
## 862 0.5968410 0.9756842 483.0 0.5490241 1.2363950408 -1.2978650874
## 863 0.6880443 1.0259483 725.5 0.5771909 -0.6445351863 0.6103050289
## 864 0.5982428 0.9925405 508.5 0.4607287 1.2946429706 -1.2685364835
## 865 0.6623065 1.1183215 1039.5 0.3592666 0.8821744735 0.0718131316
## 866 0.7038556 1.0541570 850.5 0.5031532 -0.0408726168 0.9411110965
## 867 0.5644992 0.9253403 188.0 0.4925072 1.4386689366 -1.9745252869
## 868 0.6205041 1.0076119 575.5 0.3677265 0.9196434480 -0.8027822101
## 869 0.6344057 0.9922574 514.5 0.4167740 0.2446247851 -0.5119315238
## 870 0.6832514 1.0422408 746.5 0.5555405 0.0651538560 0.5100258733
## 871 0.6862801 1.0723594 842.0 0.4156144 0.1875839010 0.5733941392
## 872 0.6639181 1.0473246 742.5 0.4857955 0.6987376833 0.1055323611
## 873 0.6359236 0.9522722 331.5 0.4631524 -1.4817847635 -0.4801724300
## 874 0.6478711 1.0121896 588.0 0.4066225 0.6716261316 -0.2302053790
## 875 0.6847561 1.1205890 900.5 0.3688163 0.1811137596 0.5415079331
## 876 0.6654545 1.1197400 1070.0 0.4656917 2.3538714234 0.1376778601
## 877 0.6054870 0.9789604 417.0 0.5030088 0.5133360935 -1.1169731060
## 878 0.7073880 1.0240107 681.5 0.5333672 -0.7767165743 1.0150164541
## 879 0.6818672 1.0269788 726.5 0.5694792 0.2592853636 0.4810668545
## 880 0.6182949 0.9348008 271.5 0.4954481 -1.1158760116 -0.8490036751
## 881 0.6182965 0.9769722 423.0 0.4476206 0.9101869307 -0.8489694691
## 882 0.7771989 1.1475719 1167.5 0.4620957 -0.4683666372 2.4756105443
## 883 0.6595575 0.9907825 596.5 0.4953868 0.0979070153 0.0142979406
## 884 0.6778929 1.0645718 798.5 0.4419503 0.3436961400 0.3979154409
## 885 0.6994912 1.0838671 860.5 0.4752486 0.1686799722 0.8497974152
## 886 0.6737796 0.9802394 497.0 0.5918837 -1.1049026900 0.3118558742
## 887 0.6542182 1.0394147 712.5 0.4840320 0.8284914024 -0.0974114951
## 888 0.6418283 0.9755260 400.0 0.4262507 -0.6389488015 -0.3566350639
## 889 0.5780317 0.9490379 327.0 0.4859572 1.2931914386 -1.6913969162
## 890 0.6502947 1.0142826 636.0 0.5346524 0.3667768321 -0.1794988772
## 891 0.6673072 1.0434249 713.5 0.3922937 -0.2658256127 0.1764386421
## 892 0.6531019 1.1391067 1027.0 0.3364565 1.6399193712 -0.1207665640
## 893 0.6326360 0.9696641 432.5 0.5293721 0.6028105783 -0.5489571986
## 894 0.6050972 0.9549521 297.0 0.4028809 0.1659841777 -1.1251275899
## 895 0.6081565 0.9806271 445.5 0.3970327 0.5770711816 -1.0611203975
## 896 0.6182717 0.9565473 274.0 0.3621989 -0.3319821835 -0.8494879484
## 897 0.7157865 1.0885405 946.0 0.4775822 -0.3909777923 1.1907305207
## 898 0.6791111 1.0855263 891.0 0.4288727 0.8881261861 0.4234026492
## 899 0.7275281 1.0949634 948.0 0.4245992 -0.4715238730 1.4363902040
## 900 0.6941419 1.0869774 838.5 0.4314687 -0.3665867274 0.7378789391
## 901 0.6020293 1.0178367 568.5 0.3402776 1.6814206202 -1.1893147256
## 902 0.6961131 1.0826979 751.5 0.3559683 -0.7855447251 0.7791203635
## 903 0.7748721 1.2073358 1487.5 0.4304760 1.0673670216 2.4269286574
## 904 0.6534247 1.0641791 746.5 0.4204198 -0.1182354955 -0.1140133246
## 905 0.6392334 0.9812271 400.0 0.4163266 -0.8147921533 -0.4109256289
## 906 0.6461799 1.0217150 655.0 0.4761813 0.9101895673 -0.2655898888
## 907 0.6696141 0.9916082 523.5 0.4665249 -1.0896479535 0.2247057091
## 908 0.5944928 0.9570258 318.5 0.4706485 0.6335880506 -1.3469957773
## 909 0.6986099 1.0620009 781.0 0.4714503 -0.3929828562 0.8313588959
## 910 0.6279826 0.9725789 447.0 0.4338250 -0.2441331460 -0.6463150353
## 911 0.6486411 1.0028033 503.5 0.4259787 -0.0935312141 -0.2140961624
## 912 0.6907402 1.0650240 769.5 0.4927657 -0.3558345085 0.6667079571
## 913 0.6620000 1.0270550 635.5 0.4843799 -0.3769303016 0.0654013232
## 914 0.6507322 1.0709585 837.5 0.4446633 1.7580300462 -0.1703443672
## 915 0.6713732 1.0061951 525.0 0.3996896 -1.4913915712 0.2615088796
## 916 0.6433624 0.9865574 482.0 0.4242040 -0.3709004697 -0.3245384788
## 917 0.7055809 1.0576966 841.0 0.5913325 -0.2582779015 0.9772069666
## 918 0.6580110 1.0166408 576.5 0.4064272 -0.1802391995 -0.0180561144
## 919 0.6219119 1.0434587 659.0 0.4177911 0.8533901594 -0.7733276612
## 920 0.6655153 1.0280458 653.0 0.4788799 0.7316637819 0.1389480595
## 921 0.6425045 0.9672148 397.0 0.4076953 -0.6776656859 -0.3424855820
## 922 0.6127717 0.9433326 276.5 0.4165757 -0.1925466656 -0.9645600016
## 923 0.6538240 1.0165570 622.0 0.5777297 0.3732184516 -0.1056574495
## 924 0.6270791 0.9932862 439.5 0.3732410 0.2862153519 -0.6652196361
## 925 0.7486788 1.0932785 959.0 0.4807115 -1.0979322280 1.8789086924
## 926 0.6603511 0.9885387 500.5 0.4626576 -0.6472831164 0.0309022104
## 927 0.6100905 0.9816441 441.0 0.4309930 -0.0235705076 -1.0206576104
## 928 0.7889523 1.1998571 1341.5 0.4262879 -0.3822498006 2.7215163753
## 929 0.6277129 0.9645103 380.5 0.4932704 -0.6764688590 -0.6519596584
## 930 0.5872170 0.9796204 449.5 0.3791843 1.4380708549 -1.4992193060
## 931 0.6939683 1.0880748 761.5 0.3493353 -0.4620978938 0.7342461011
## 932 0.6931202 1.0502467 773.0 0.5005330 -0.2224099948 0.7165026223
## 933 0.6529474 1.0126514 601.5 0.5694477 -0.8792052689 -0.1239980721
## 934 0.6537684 1.0080569 516.0 0.3663914 -0.9516315905 -0.1068213053
## 935 0.6425339 1.0128465 601.5 0.5277338 0.3550499177 -0.3418706795
## 936 0.6112713 0.9571707 316.5 0.4672325 -0.7513871715 -0.9959524744
## 937 0.6354694 1.0051160 524.5 0.4360527 0.2979143613 -0.4896767495
## 938 0.7060519 1.0973757 948.5 0.4489173 0.0531635296 0.9870614607
## 939 0.6405193 1.0021580 565.0 0.4190136 0.2647970318 -0.3840203837
## 940 0.6558350 1.0087500 538.0 0.4102491 -0.3916221183 -0.0635841492
## 941 0.6725268 1.0302635 615.0 0.4609780 -0.2074100870 0.2856450379
## 942 0.6577629 1.0141892 597.5 0.4499009 -0.6078066526 -0.0232471417
## 943 0.6875000 1.1331558 1132.5 0.4599998 1.6083044308 0.5989162863
## 944 0.6154699 0.9919318 420.5 0.3971229 -0.0627718895 -0.9081082505
## 945 0.6882893 1.0655102 827.0 0.4625832 -0.0031393889 0.6154306168
## 946 0.6574645 1.0464354 812.5 0.5662650 1.1438392093 -0.0294913903
## 947 0.6770289 1.0302996 659.5 0.4009795 -1.1206139812 0.3798380083
## 948 0.6060690 0.9898818 431.5 0.4170602 0.3907292818 -1.1047964729
## 949 0.6667616 1.0402662 710.0 0.4882639 0.3683212307 0.1650243919
## 950 0.6816701 1.0778698 853.0 0.5185310 0.5031370297 0.4769426604
## 951 0.6445714 1.0216229 600.5 0.3584252 0.0764958248 -0.2992419569
## 952 0.6879204 1.0793981 859.5 0.4613791 0.3450281291 0.6077128931
## 953 0.6037356 0.9344357 195.0 0.3758971 -0.1508151031 -1.1536148355
## 954 0.7003464 1.0208014 698.0 0.5819960 -0.3568185922 0.8676910889
## 955 0.6442361 1.0112007 561.0 0.4014475 -0.0569884974 -0.3062583224
## 956 0.5758630 0.9460699 293.5 0.4854520 0.8162190121 -1.7367705515
## 957 0.7847289 1.1941581 1298.5 0.3912590 0.3784124374 2.6331545687
## 958 0.6566860 1.0239991 585.0 0.4145440 -0.0350581025 -0.0457780376
## 959 0.6074335 1.0294183 639.5 0.3871560 1.2464835375 -1.0762467949
## 960 0.6323404 1.0169151 545.5 0.3993697 -0.3504528382 -0.5551409034
## 961 0.7182831 1.0520415 857.5 0.5110895 -1.0292243870 1.2429645710
## 962 0.7156483 1.0677479 842.0 0.5354212 -0.4528332851 1.1878391037
## 963 0.6598813 1.0520833 720.5 0.4020524 0.1401596980 0.0210726173
## 964 0.6760000 1.0737186 916.5 0.5439846 0.8158267689 0.3583114990
## 965 0.6468298 1.0099278 564.5 0.4914414 -0.5075403513 -0.2519917308
## 966 0.6153426 0.9298514 236.0 0.4479817 -0.8844348771 -0.9107717300
## 967 0.6865962 1.0280668 714.0 0.5868046 -0.5109083041 0.5800072193
## 968 0.6129455 0.9725461 432.0 0.4456024 0.7969514014 -0.9609247032
## 969 0.6145374 0.9649394 370.0 0.4416941 0.0870211752 -0.9276176304
## 970 0.6631455 1.0441246 687.5 0.4592980 0.1394436143 0.0893684871
## 971 0.6371564 1.0039691 576.5 0.4257754 -0.1434403210 -0.4543793286
## 972 0.6831858 1.1217695 1062.5 0.4020228 1.6981300480 0.5086547751
## 973 0.6675221 1.0838967 774.5 0.3545591 -0.5430661327 0.1809355296
## 974 0.6424929 1.0454234 743.5 0.4939333 0.8431272787 -0.3427288814
## 975 0.6624222 1.0248674 670.0 0.4993266 0.6921968304 0.0742343328
## 976 0.6341001 0.9893500 477.0 0.3886913 -0.4845629362 -0.5183239818
## 977 0.5932615 0.9655590 349.0 0.4779366 0.5126402455 -1.3727571875
## 978 0.6881282 1.0596579 854.0 0.5081674 0.0204099770 0.6120601289
## 979 0.5705537 0.9285103 174.5 0.4862340 0.1974982665 -1.8478521124
## 980 0.6436718 0.9767029 465.5 0.4212097 -0.6129998276 -0.3180648299
## 981 0.7049226 1.0548091 892.0 0.5914039 0.4890015621 0.9634355553
## 982 0.5613839 0.9101303 99.0 0.4455713 0.4846538765 -2.0397037607
## 983 0.6610597 1.0036948 589.0 0.5975125 0.3351225202 0.0457285143
## 984 0.6922861 1.0963855 938.5 0.3826253 0.2375421086 0.6990521284
## 1014 0.6427644 1.0391528 709.0 0.5177049 0.2553841254 -0.3370498441
## 1015 0.7577751 1.1874698 1203.5 0.3196075 -0.1030623612 2.0692232609
## 1016 0.6776508 1.0310926 625.0 0.3408818 -1.4803124031 0.3928500134
## 1017 0.6942529 1.0770298 833.0 0.5387894 -0.2323105933 0.7402009565
## 1018 0.6890488 1.0804420 870.5 0.4164520 -0.7544609573 0.6313197045
## 1019 0.7102926 1.0128387 689.0 0.4365229 -1.6057685382 1.0757862080
## 1020 0.6814854 1.0727821 851.5 0.4308301 -0.4539337686 0.4730769624
## 1021 0.6980764 1.0610808 755.5 0.3641823 -1.1770232853 0.8201970979
## 1022 0.7452229 1.1550866 1262.0 0.4354576 0.6532043296 1.8066043976
## 1023 0.6369543 1.0095905 558.0 0.5025953 -0.5551840575 -0.4586095007
## 1024 0.6577927 0.9930733 487.5 0.4098314 -1.8362667976 -0.0226242250
## 1025 0.7501390 1.1236245 1069.5 0.4936924 -1.4664484608 1.9094584701
## 1026 0.6349724 1.0339857 665.0 0.3514885 0.2851553171 -0.5000742532
## 1027 0.6139523 0.9705496 352.5 0.3980922 -0.9045076978 -0.9398607816
## 1028 0.6557740 1.0272094 639.5 0.4125169 -0.4628572763 -0.0648595182
## 1029 0.6681271 1.0866837 831.0 0.3427171 -0.5362715609 0.1935924923
## 1030 0.7347898 1.0989504 1017.0 0.3995051 -0.8266566157 1.5883213130
## 1031 0.6620559 1.0202286 552.0 0.3803800 -1.9518895565 0.0665702855
## 1032 0.6435077 1.0267555 673.5 0.4176832 0.1539039795 -0.3214979474
## 1033 0.6708691 1.0653545 833.0 0.3837093 0.3235822110 0.2509619849
## 1034 0.6419271 1.0041489 555.0 0.4027870 -0.4709867388 -0.3545673590
## 1035 0.5948553 0.9512843 269.0 0.4003919 -0.2984863780 -1.3394104113
## 1036 0.6954660 1.0561878 848.0 0.3999675 -0.9307881524 0.7655820710
## 1037 0.6184244 0.9793014 397.0 0.3861268 -0.7366776179 -0.8462935447
## 1038 0.6854818 1.0661148 849.5 0.3997831 -0.6708933765 0.5566902244
## 1039 0.7063382 1.1269732 1035.5 0.3569316 -0.3603890656 0.9930525175
## 1040 0.6464296 1.0214286 533.5 0.3512278 -0.5972154622 -0.2603649233
## 1041 0.6718435 1.0574578 730.0 0.4671046 -0.3044211940 0.2713494656
## 1042 0.6826652 1.0754241 810.0 0.4251863 -0.0954777592 0.4977610318
## 1043 0.6872796 1.0617854 795.5 0.4664440 -0.6833945033 0.5943056947
## 1044 0.7665606 1.1759594 1173.0 0.3438506 -1.6071462547 2.2530344820
## 1045 0.6523835 1.0671676 741.0 0.3360590 -0.4319220295 -0.1357965227
## 1046 0.7630870 1.1385961 1057.0 0.4495473 -1.3154249193 2.1803602430
## 1047 0.6566347 1.0441176 690.0 0.4456842 -0.4451196332 -0.0468513356
## 1048 0.6985353 1.0124283 592.5 0.3723286 -2.0082287751 0.8297982611
## 1049 0.6892773 1.0868244 906.0 0.4140244 -0.7858878000 0.6361018287
## 1050 0.6894682 1.0998925 970.5 0.3944518 -0.4126746458 0.6400963160
## 1051 0.7562482 1.2064755 1441.0 0.4204502 0.7680169509 2.0372777503
## 1052 0.6517641 1.0108889 543.0 0.4315901 -1.0691244352 -0.1487563495
## 1053 0.6473793 0.9966873 505.5 0.4479978 -1.1688771039 -0.2404942693
## 1054 0.6409987 0.9951540 498.5 0.5038249 -0.7368690793 -0.3739914335
## 1055 0.6281315 1.0331133 641.0 0.4190797 0.3302672701 -0.6432001953
## 1056 0.7101124 1.0802252 799.0 0.3303162 -2.0316954058 1.0720155872
## 1057 0.6704362 1.0401943 689.0 0.3578074 -0.8898832528 0.2419045471
## 1058 0.6937137 1.0807221 839.0 0.3569356 -0.7448534728 0.7289192944
## 1059 0.7459459 1.1159253 1003.5 0.3967936 -1.6219106661 1.8217314509
## 1060 0.6733500 1.0309278 568.0 0.3378123 -2.1446526952 0.3028686611
## 1061 0.7110929 1.0897857 941.0 0.3829270 -0.5000152452 1.0925314617
## 1062 0.6180773 1.0118162 546.5 0.3881596 0.2188743093 -0.8535557100
## 1063 0.7129477 1.1197784 970.0 0.3111154 -1.2073804290 1.1313361504
## 1064 0.6187448 0.9871941 417.0 0.3941541 -0.3640494098 -0.8395903560
## 1065 0.6522705 1.0009096 565.0 0.3793134 -1.1183142532 -0.1381611287
## 1066 0.6183575 0.9793371 387.5 0.3688032 -0.8112257405 -0.8476940973
## 1067 0.6557864 1.0291316 654.5 0.4403150 -0.5306357932 -0.0646016247
## 1068 0.6757266 1.1149281 966.5 0.3420803 -0.2499969575 0.3525911250
## 1069 0.6403637 1.0209392 523.5 0.3600961 -0.3016015181 -0.3872758077
## 1070 0.6946272 1.0352811 686.0 0.4590568 -1.5439569250 0.7480325256
## 1071 0.6893593 1.0942817 864.5 0.4442458 -0.3833249165 0.6378161748
## 1072 0.6983380 1.0636649 785.5 0.4225652 -1.1104850279 0.8256695635
## 1073 0.7419355 1.1389013 1099.0 0.3097556 -1.9820108277 1.7378239401
## 1074 0.6407585 1.0511171 708.0 0.3878033 -0.1774718387 -0.3790156576
## 1075 0.7321480 1.1192607 978.5 0.4253075 -1.3110820363 1.5330482254
## 1076 0.6571034 1.0465545 666.0 0.4205031 -0.8315765246 -0.0370450930
## 1077 0.6920415 1.0255428 652.5 0.3561921 -1.4671203777 0.6939347257
## 1078 0.7154173 1.1419767 1108.0 0.4424866 -0.3279806353 1.1830054554
## 1079 0.6936464 1.0525529 724.0 0.3925283 -1.8331839716 0.7275124073
## 1080 0.6484127 1.0676540 867.5 0.5170259 1.2976870103 -0.2188743123
## 1081 0.6805103 1.0632082 807.0 0.5071308 -0.7082113952 0.4526770078
## 1082 0.6575987 1.0079331 561.0 0.4345409 -1.1838174268 -0.0266824296
## 1083 0.6273734 1.0107562 581.5 0.4948894 -0.0006906201 -0.6590614128
## 1084 0.6468630 1.0370770 680.0 0.3530564 -0.4993325255 -0.2512974237
## 1085 0.6894879 1.0294683 705.5 0.5237578 -0.8087454058 0.6405068244
## 1086 0.6875173 1.0683287 743.0 0.3771360 -1.2860501890 0.5992782112
## 1087 0.6368146 0.9661799 367.5 0.4507662 -1.7266397442 -0.4615310819
## 1088 0.6300108 1.0369357 618.0 0.3559719 -0.2381523633 -0.6038809746
## 1089 0.6606299 1.0668070 801.0 0.3586110 -0.5514059885 0.0367363229
## 1090 0.6966539 1.0708410 789.5 0.4216358 -1.7666164276 0.7904349196
## 1091 0.7095905 1.0609280 824.0 0.3854851 -1.4234760383 1.0610975213
## 1092 0.6296594 1.0262456 608.5 0.4025178 0.2439773993 -0.6112331898
## 1093 0.6721533 1.0711740 834.5 0.4039301 -0.4234154082 0.2778295110
## 1094 0.6544841 1.0835701 798.0 0.3533048 0.0940796263 -0.0918471736
## 1095 0.6575377 1.0220406 639.0 0.3568250 -0.6818711252 -0.0279598527
## 1096 0.6241007 0.9952975 480.0 0.3869457 -0.9405694366 -0.7275333152
## 1097 0.6391866 0.9871539 487.5 0.4191590 -0.6338632493 -0.4119043922
## 1098 0.6826331 1.1025196 941.0 0.4000445 -0.0106968474 0.4970892694
## 1099 0.6410927 1.0511539 678.5 0.3894548 0.7378546183 -0.3720243394
## 1100 0.6635018 1.0709483 786.0 0.3912782 -0.3054530875 0.0968225329
## 1101 0.6217883 0.9708759 399.5 0.5369038 -0.9656846242 -0.7759144557
## 1102 0.7542512 1.1447641 1097.5 0.3307535 -2.1954809739 1.9954959832
## 1103 0.6722426 1.0142408 626.5 0.5050926 -0.8880888673 0.2796975664
## 1104 0.6707054 1.1017930 914.5 0.4736035 -0.1857657108 0.2475378684
## 1105 0.7131082 1.0649547 823.5 0.2962167 -1.7002397502 1.1346953594
## 1106 0.7204364 1.1692778 1122.0 0.3926350 -0.1388520250 1.2880178001
## 1107 0.7171631 1.1229882 941.5 0.3375696 -1.4438353198 1.2195327050
## 1108 0.6068615 0.9822366 514.0 0.5463013 1.1934106648 -1.0882149566
## 1109 0.6208443 1.0069659 521.0 0.4502856 -0.3164526658 -0.7956640599
## 1110 0.6417755 1.0123004 560.0 0.3690371 -0.6685101858 -0.3577397104
## 1111 0.6556503 1.0316206 667.0 0.4761211 -0.5362901980 -0.0674476722
## 1112 0.6655108 1.0788944 831.0 0.3753361 -0.2058291770 0.1388548867
## 1113 0.6752114 1.0121874 620.5 0.4750550 -1.1795890209 0.3418126323
## 1114 0.7402003 1.1474572 1056.5 0.3520859 -1.4209576298 1.7015198631
## 1115 0.7060295 1.0631663 789.0 0.3809873 -1.6069434408 0.9865923740
## 1116 0.6318511 1.0138097 550.0 0.3752801 -0.9160923842 -0.5653789447
## 1117 0.6644168 1.0661430 756.5 0.3290347 -0.7376737251 0.1159669645
## 1118 0.6468178 1.0829257 810.5 0.3721861 -0.0862050868 -0.2522428293
## 1119 0.7429628 1.1214084 983.0 0.3835053 -2.1590244189 1.7593166108
## 1120 0.7221140 1.1200369 1005.0 0.3559248 -1.3122972067 1.3231167633
## 1121 0.6882707 1.0971402 865.0 0.3243359 -0.2688903377 0.6150414061
## 1122 0.6640854 1.0616393 793.0 0.3899385 -0.4613520919 0.1090333749
## 1123 0.6370206 1.0542599 684.0 0.3768720 -0.3067216779 -0.4572222567
## 1124 0.6323174 0.9563579 352.5 0.3931260 -1.6548464846 -0.5556233132
## 1125 0.6045301 0.9583875 322.5 0.4235125 -0.4959411707 -1.1369934779
## 1126 0.6929355 1.0927012 864.0 0.3529538 -1.0494080027 0.7126396543
## 1127 0.7316456 1.1433713 1105.5 0.4350671 -0.7801827657 1.5225367549
## 1128 0.5897079 0.9541222 303.5 0.4470622 0.5326507748 -1.4471046494
## 1129 0.6741047 1.0686000 769.0 0.3705253 -1.1479193705 0.3186573863
## 1130 0.6588017 1.0261786 644.5 0.4903040 -0.7432412207 -0.0015140753
## 1131 0.6763130 1.0128877 593.5 0.4150561 -1.7140134386 0.3648594834
## 1132 0.7192277 1.1167144 1035.5 0.4241464 -0.8752448694 1.2627276333
## 1133 0.6508020 1.0590879 755.0 0.4209474 -0.0330377605 -0.1688850062
## 1134 0.6941208 1.1011853 965.5 0.3200943 0.2360920867 0.7374384139
## 1135 0.6766401 1.0625695 809.5 0.4041333 -0.1761381101 0.3717044352
## 1136 0.6283044 1.0205526 581.5 0.3725448 -0.2700996763 -0.6395831340
## 1137 0.6876697 1.0678532 795.5 0.4096118 -0.5428473530 0.6024677114
## 1138 0.6237729 0.9803856 366.0 0.4265288 -1.5017034575 -0.7343923378
## 1139 0.6905101 1.0987817 847.0 0.3212468 -0.7057660958 0.6618944187
## 1140 0.6528239 1.0455154 720.5 0.5121649 0.3933498793 -0.1265820431
## 1141 0.6876344 1.1048185 920.0 0.3283234 -0.5798819409 0.6017284040
## 1142 0.6794907 1.0502293 779.5 0.4056529 -0.2964462639 0.4313434823
## 1143 0.7008740 1.1004007 872.0 0.3417114 -1.1920779828 0.8787287328
## 1144 0.6841248 1.0612131 765.0 0.3746590 -1.0042157728 0.5283004633
## 1145 0.6179197 0.9629869 328.5 0.3568926 -1.4294070154 -0.8568541826
## 1146 0.6846772 1.0828395 786.0 0.3230826 -1.5897630873 0.5398571402
## 1147 0.6880556 1.1019028 930.5 0.3850528 -0.2587772451 0.6105397060
## 1148 0.6594711 1.0389377 648.0 0.4253865 -0.9824362288 0.0124918681
## 1149 0.7070151 1.0809969 900.0 0.4610973 -1.0448065484 1.0072148833
## 1150 0.6627971 1.0313636 636.0 0.4342193 -0.9375098587 0.0820789064
## 1151 0.6899351 1.0595716 786.0 0.4132250 -1.3810835783 0.6498630934
## 1152 0.6343759 1.0158802 578.0 0.4631163 -0.0465782689 -0.5125551240
## 1153 0.6669312 1.0037618 557.5 0.4022537 -1.4668966137 0.1685730102
## 1154 0.6513907 1.0513706 685.0 0.3267258 -0.2011693146 -0.1565675045
## 1155 0.6672158 1.0220027 632.0 0.4519913 -1.3945809640 0.1745274254
## 1156 0.7307164 1.0748830 853.0 0.4160126 -2.1391575935 1.5030974127
## 1157 0.6384062 1.0727295 725.5 0.4132232 0.7493616886 -0.4282311729
## 1158 0.6849687 1.0906863 931.0 0.4772633 0.0217240963 0.5459569027
## 1159 0.7423019 1.1656197 1136.5 0.4210940 0.0634630949 1.7454910591
## 1160 0.6552376 1.0074181 553.0 0.4328435 -0.9581636928 -0.0760830583
## 1161 0.7405498 1.1667059 1188.5 0.3774574 -0.4720413392 1.7088330364
## 1162 0.6668428 1.0523192 727.5 0.4072542 -0.7983447377 0.1667231485
## 1163 0.6581705 1.0886944 844.0 0.3751374 0.2902797268 -0.0147202813
## 1164 0.6542031 1.0035302 552.5 0.3653634 -0.6393211241 -0.0977260206
## 1165 0.6676696 1.0464617 693.0 0.3595915 -0.7071961482 0.1840212459
## 1166 0.6264507 1.0395370 636.5 0.3695113 0.0738752274 -0.6783657726
## 1167 0.7479082 1.1484615 1204.0 0.3838550 -0.8249766252 1.8627867072
## 1168 0.6600054 1.0353478 601.0 0.3580889 -1.5141804189 0.0236700135
## 1169 0.6871445 1.0298028 616.0 0.4128971 -1.4101374417 0.5914780911
## 1170 0.6124389 0.9854303 428.5 0.4617663 -0.2613055772 -0.9715238830
## 1171 0.6477423 1.0330261 662.0 0.4964882 -0.5513035941 -0.2329009899
## 1172 0.6760125 1.0406476 671.0 0.3954134 -1.1665882360 0.3585722113
## 1173 0.6242188 0.9998885 460.5 0.3628989 -0.6810779565 -0.7250638612
## 1174 0.6740223 1.0770760 797.0 0.4124569 -0.6425088568 0.3169347224
## 1175 0.6191601 0.9658699 357.5 0.4481828 -0.8988066023 -0.8309016183
## 1176 0.7240382 1.1147521 911.5 0.3321891 -1.8714101238 1.3633738380
## 1177 0.7198725 1.1368862 1045.0 0.4325860 -0.8588758367 1.2762195505
## 1178 0.7089487 1.0706534 790.5 0.4079807 -0.8275668696 1.0476701628
## 1179 0.6483311 1.0191638 600.0 0.4471645 -0.2543788671 -0.2205813566
## 1180 0.7220716 1.1043919 939.5 0.3430792 -1.6638297993 1.3222283296
## 1181 0.6134231 0.9363032 290.5 0.4624656 -0.9153256270 -0.9509312561
## 1182 0.6106709 0.9438537 310.5 0.5672986 -0.5578507785 -1.0085142359
## 1183 0.6743009 1.0347714 713.0 0.4000399 -0.6866464474 0.3227633362
## 1184 0.6588977 1.0740351 763.0 0.3257941 -0.4091022930 0.0004950259
## 1185 0.6301449 1.0314073 596.0 0.4128083 -0.1567127070 -0.6010754537
## 1186 0.7608392 1.1125169 993.5 0.3728932 -2.0396224601 2.1333296076
## 1187 0.6895485 1.1088109 860.5 0.4186094 0.2693130916 0.6417762986
## 1188 0.6878597 1.1111615 998.5 0.3844366 0.0970539599 0.6064417259
## 1189 0.6953544 1.0900095 868.0 0.4599337 0.2585941283 0.7632467953
## 1190 0.6733940 1.0269285 569.5 0.4202541 -1.6220143614 0.3037878149
## 1191 0.7973094 1.2025301 1310.5 0.3300896 -1.1876082847 2.8963659759
## 1192 0.6790486 1.0810037 794.0 0.3374828 -1.5741611503 0.4220955581
## 1193 0.6854473 1.1128485 869.0 0.3386615 -0.6021446790 0.5559701859
## 1194 0.6279136 1.0098814 510.0 0.3715832 0.2406406582 -0.6477599017
## 1195 0.6683812 1.0431386 673.0 0.3567795 -1.3059021384 0.1989089159
## 1196 0.6786421 1.0763709 800.0 0.3294668 -0.6322566654 0.4135909705
## 1197 0.7339399 1.1162738 1010.5 0.3642395 -1.1942895201 1.5705389919
## 1198 0.6876735 1.0583121 688.5 0.3715756 -1.6726716291 0.6025465881
## 1199 0.6577729 1.0060067 511.0 0.4265774 -1.1113530768 -0.0230379322
## 1200 0.6483604 1.0126697 485.0 0.3570842 -1.6588638018 -0.2199677292
## 1201 0.6660189 1.0689050 741.0 0.3542736 -0.7703051123 0.1494849217
## 1202 0.6906061 1.0489015 670.5 0.3642819 -1.4449746558 0.6639035904
## 1203 0.6448879 1.0160619 482.5 0.3445146 -1.0708453595 -0.2926203391
## 1204 0.7255937 1.1287695 945.5 0.3441823 -1.0699389094 1.3959179192
## 1205 0.6656543 1.0131579 544.5 0.4198005 -1.8177057132 0.1418578801
## 1206 0.7442726 1.1477024 1001.0 0.2946902 -1.9013739928 1.7867219311
## 1207 0.7340582 1.1380825 996.0 0.3306922 -1.1816641543 1.5730138470
## 1208 0.6721698 1.0794959 769.5 0.4697981 0.3975190116 0.2781756962
## 1209 0.6476714 1.0062737 482.0 0.4279267 -0.5937203614 -0.2343840533
## 1210 0.7038066 1.0684885 786.5 0.3668335 -1.4624232261 0.9400857768
## 1211 0.7016419 1.0370803 688.5 0.3465204 -2.6567480376 0.8947946387
## 1212 0.7107558 1.0686459 807.0 0.5309848 -1.1917647742 1.0854780402
## 1213 0.6814593 1.0519525 704.0 0.3853619 -1.6503714697 0.4725317714
## 1214 0.6643760 1.0362269 599.5 0.3446628 -1.2163883262 0.1151130086
## 1215 0.6823807 1.0585044 749.5 0.4544382 -0.4431382163 0.4918089056
## 1216 0.7731425 1.1796264 1129.0 0.3350618 -1.7128460854 2.3907421728
## 1217 0.6683597 1.0738719 740.0 0.4048856 0.5140175460 0.1984604807
## 1218 0.7152758 1.1120084 960.5 0.3545048 -0.3673077983 1.1800453144
## 1219 0.7007688 1.0767586 797.0 0.4294348 -0.5412539618 0.8765276773
## 1220 0.7345001 1.1333496 969.0 0.3830364 -1.1794378884 1.5822606942
## 1221 0.7423935 1.1329686 1023.5 0.3739936 -1.3515661275 1.7474068157
## 1222 0.6778913 1.0630836 725.5 0.3166355 -0.6535437915 0.3978805327
## 1223 0.7033438 1.1418055 991.0 0.2995047 -0.3308148054 0.9304029942
## 1224 0.6624167 1.0372049 575.5 0.3195817 -0.7784969982 0.0741193932
## 1225 0.6428198 1.0275832 628.5 0.3955180 -0.5633337291 -0.3358888953
## 1226 0.6830586 1.0538194 719.0 0.3404702 -0.7916677114 0.5059917046
## 1227 0.7388483 1.0950467 974.5 0.3755109 -1.3928067987 1.6732341816
## 1228 0.6867925 1.1003978 829.0 0.2990318 -1.5660225895 0.5841128745
## 1229 0.7167862 1.1088738 922.5 0.3885248 -0.7753049302 1.2116472726
## 1230 0.6745176 1.0679856 705.0 0.3714504 -1.0851423034 0.3272963629
## 1231 0.6924351 1.0551646 720.5 0.4033614 -1.3826161827 0.7021696072
## 1232 0.7147381 1.0663182 768.0 0.4355005 -1.3133551198 1.1687950878
## 1233 0.6811154 1.0342262 610.0 0.3695311 -1.5802794819 0.4653368153
## 1234 0.7108295 1.0561874 778.0 0.4514117 -0.9719510204 1.0870195665
## 1235 0.6743221 1.0192483 563.5 0.4255170 -1.8575462100 0.3232058127
## 1236 0.7085554 1.0826485 785.5 0.3503030 -1.7479193545 1.0394406316
## 1237 0.6973427 1.1290590 971.0 0.3600619 -0.5105477336 0.8048458930
## 1238 0.6479549 1.0446804 634.0 0.4404698 0.1878199881 -0.2284531530
## 1239 0.6422364 1.0235053 530.0 0.4041926 -0.2109344001 -0.3480961076
## 1240 0.6808270 1.0498718 698.5 0.4047366 -1.0744485578 0.4593019315
## 1241 0.6505586 0.9769515 398.0 0.3735910 -2.5191239304 -0.1739777052
## 1242 0.7048048 1.1111528 869.5 0.4054847 -0.9573067741 0.9609701019
## 1243 0.7514188 1.1327791 1012.5 0.3385661 -2.2252622624 1.9362362375
## 1244 0.6604664 1.0230388 511.5 0.3104956 -2.0165538621 0.0333152636
## 1245 0.6995933 1.0732861 787.0 0.4225152 -1.0582975121 0.8519333460
## 1246 0.7456239 1.1294301 964.5 0.3041876 -2.4495476291 1.8149944192
## 1247 0.6592527 1.0692063 689.0 0.3436750 0.3099231156 0.0079212378
## 1248 0.7218449 1.1154913 986.0 0.3589402 -0.8390989921 1.3174863525
## 1249 0.6594804 1.0448747 681.0 0.4277256 -0.3476460763 0.0126853561
## 1250 0.6216069 0.9664627 301.5 0.3232572 -1.2976501797 -0.7797083683
## 1251 0.7251331 1.0757098 835.5 0.4105113 -1.4019105038 1.3862816546
## 1252 0.7170230 1.1432884 1074.0 0.3547185 -0.6852565175 1.2166021091
## 1253 0.7096225 1.1553329 1058.0 0.3263516 -0.0770879125 1.0617662687
## 1254 0.6631031 1.0237123 545.5 0.3474259 -1.2508029900 0.0884799288
## 1255 0.6752331 1.0326223 677.0 0.3557850 -1.4691895805 0.3422653813
## 1256 0.6674260 1.0811462 769.5 0.3102826 -0.5856919648 0.1789242713
## 1257 0.7524832 1.1406997 1174.0 0.3384552 -0.9984237540 1.9585053456
## 1258 0.6523250 1.0486845 663.5 0.3393855 -0.6808781130 -0.1370213691
## 1259 0.7518797 1.1364952 1077.5 0.3453894 -1.8994285855 1.9458783597
## 1260 0.7471879 1.1069859 920.5 0.3840671 -2.2646013458 1.8477147923
## 1261 0.6472401 0.9960622 475.5 0.3610309 -1.2968513880 -0.2434086165
## 1262 0.7390005 1.1125028 964.5 0.4167559 -1.9530132856 1.6764186549
## 1263 0.7589907 1.1184715 952.5 0.4077696 -2.5810707604 2.0946562255
## 1264 0.7215227 1.1568055 1080.0 0.4000872 -0.2887354103 1.3107443779
## 1265 0.7430657 1.1466427 1047.0 0.3853666 -1.1041074906 1.7614703602
## 1266 0.7068239 1.0873145 824.5 0.3988995 -1.2186218062 1.0032144665
## 1267 0.7103197 1.1485209 1020.0 0.2778717 -1.0947135328 1.0763533018
## 1268 0.7295152 1.1355401 1045.5 0.4206615 -0.6706302830 1.4779641757
## 1269 0.6635071 1.0163128 522.5 0.3651237 -2.0766173551 0.0969332920
## 1270 0.6543950 1.0689042 752.0 0.3532382 0.1306806166 -0.0937121464
## 1271 0.6220120 0.9144319 132.5 0.4447210 -2.5249689375 -0.7712348279
## 1272 0.6785026 1.0564108 724.0 0.3941193 -1.3669016614 0.4106715973
## 1273 0.6858653 1.0296861 615.5 0.4126649 -1.7891570735 0.5647154897
## 1274 0.7070509 1.0954611 785.5 0.2888460 -2.2495212066 1.0079637429
## 1275 0.6899688 1.0745119 824.0 0.4326172 -1.3913439317 0.6505692168
## 1276 0.7251544 1.1220832 922.5 0.2794342 -2.2613363706 1.3867276550
## 1277 0.6654867 1.0556369 650.0 0.3243998 -0.2681566396 0.1383511394
## 1278 0.7035775 1.1236917 970.0 0.3505953 -0.6706994598 0.9352925074
## 1279 0.6876386 1.0618640 745.5 0.3705410 -1.3788355318 0.6018156981
## 1280 0.6153215 0.9972967 405.5 0.3454455 -0.8204434657 -0.9112139807
## 1281 0.6664743 1.0560680 669.5 0.3931046 -1.0916165922 0.1590137831
## 1282 0.6690841 1.0424142 700.0 0.4151394 -1.0078820364 0.2136153782
## 1283 0.6295993 1.0048499 460.0 0.3135031 -1.0892577054 -0.6124901981
## 1284 0.6816083 1.0709374 751.5 0.3339316 -1.3580977901 0.4756483576
## 1285 0.6338812 1.0005569 498.0 0.3927933 -0.9635215212 -0.5229039505
## 1286 0.7000571 1.1099520 889.0 0.3549993 -0.8673733547 0.8616374160
## 1287 0.6960227 1.0364108 757.5 0.4564530 -1.3697875070 0.7772301109
## 1288 0.6404915 1.0113430 486.5 0.3744779 -1.6155968343 -0.3846038401
## 1289 0.7277614 1.1131949 961.5 0.3528788 -1.6783675643 1.4412706020
## 1290 0.7396153 1.1321786 1049.5 0.4521072 -1.7246027600 1.6892802195
## 1291 0.6463576 1.0377358 649.5 0.3213308 -0.5212628798 -0.2618710682
## 1292 0.7235119 1.1175081 893.5 0.3777925 -1.4771701611 1.3523629546
## 1293 0.7262314 1.1020700 877.0 0.3060132 -1.9965186406 1.4092603643
## 1294 0.7478544 1.1823033 1150.0 0.3001061 -1.0395316980 1.8616603143
## 1295 0.7355156 1.1758850 1122.0 0.3772921 -1.0962215308 1.6035070338
## 1296 0.7351399 1.1143304 911.5 0.3519106 -1.8034145343 1.5956448442
## 1297 0.7070155 1.0960459 804.5 0.3166371 -1.9058173756 1.0072231578
## 1298 0.7714988 1.1565237 1174.0 0.3704352 -1.9232718252 2.3563516385
## 1299 0.6991597 1.1120750 920.0 0.4130290 -0.7565432436 0.8428615858
## 1300 0.6731619 1.0562163 682.5 0.3373966 -1.8128287100 0.2989314975
## 1301 0.6543528 1.0619353 728.0 0.3623609 0.0324645985 -0.0945944495
## 1302 0.6274353 0.9823569 417.0 0.4356509 -0.6889126883 -0.6577670880
## 1303 0.6435498 1.1050356 806.0 0.3247400 0.3784676602 -0.3206164406
## 1304 0.7382512 1.0740572 835.0 0.4620117 -2.0561704878 1.6607409996
## 1305 0.7148818 1.1102229 827.5 0.2829987 -2.6477097745 1.1718021483
## 1306 0.6946648 1.0714618 755.0 0.3581031 -2.2357885822 0.7488202385
## 1307 0.6856734 1.0687824 745.5 0.3428761 -0.7166357830 0.5606988821
## 1308 0.7324316 1.1180605 962.5 0.4031412 -0.9960200062 1.5389829946
## f3_z f4_z f5_z reb_categories conference
## 439 0.4612724233 0.653325340 0.2782889679 16+ EC
## 440 0.0713751109 0.243563140 0.1103296095 16+ EC
## 441 -0.0720175281 0.354810796 0.8715697709 16+ EC
## 442 0.5325441792 0.627367553 -1.0022853912 16+ WC
## 443 0.7992928237 1.255916810 -0.5260952015 16+ EC
## 444 -1.1482324047 -0.993139970 0.5189969035 16+ WC
## 445 -0.4899813215 -0.073492680 0.6591241096 16+ WC
## 446 -0.1506119266 0.234292502 -0.2102022217 16+ WC
## 447 -1.3358361845 -1.428859956 0.5516086994 16+ EC
## 448 0.1694827947 0.886945418 0.4145277018 16+ WC
## 449 1.2718883463 1.550723099 -0.9864114464 16+ WC
## 450 -1.0824258971 -0.776207040 0.6205656263 16+ WC
## 451 -0.2004525305 0.182376929 0.7627074594 16+ WC
## 452 -0.5990658215 -0.216260505 0.6056192789 16+ EC
## 453 -0.3472735742 -0.186594463 0.0383159477 16+ EC
## 454 1.8039901974 2.292374139 -0.3645451083 16+ EC
## 455 -2.1834952187 -2.168656869 1.5218175440 16+ EC
## 456 -0.1686797041 0.048879742 0.3183969662 16+ WC
## 457 -0.6939973326 -0.546295218 -0.1235319563 16+ WC
## 458 -0.6760554603 -0.284863226 0.8037368064 16+ EC
## 459 0.7204046820 1.257770938 0.3894214596 16+ WC
## 460 -0.6564088113 -0.555565856 0.3062453248 16+ EC
## 461 0.8070594158 1.098315964 -0.7674171091 16+ EC
## 462 -0.5859499051 -0.516629176 0.2727063664 16+ EC
## 463 -0.2577875659 -0.056805531 0.6475765531 16+ EC
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## 1308 1 0# Esecuzione di un test ANOVA
=======
# Esecuzione di un test ANOVA
>>>>>>> 04656a9c7b2908a8accb897f0fcd10c3de814acd
# Supponiamo che 'won' sia la variabile dipendente
anova(lm(df$won ~ df$confID, data=df))## Analysis of Variance Table
##
## Response: df$won
## Df Sum Sq Mean Sq F value Pr(>F)
## df$confID 1 252 251.61 1.6295 0.2021
## Residuals 839 129548 154.41# si tiene l'ipotesi nulla perchè la variabile correlazione non ha un effetto sulle vittorie.
# Non Posso inserire a modello la variabile
# VARIABILI DUMMY CON TEST ANOVA su DivisionID
# Controlla i valori univoci nella colonna 'conference'
unique_conferences <- unique(df$divID)
print(unique_conferences)## [1] "CD" "AT" "MW" "PC" "SE" "SW" "NW"# Supponiamo che 'conference' sia la variabile categorica di interesse
df$conference <- as.factor(df$divID)
# Creazione di variabili dummy
dummy_vars <- model.matrix(~ df$divID - 1, data=df) # -1 per evitare la colinearità
# Aggiunta delle variabili dummy al dataframe
df <- cbind(df, dummy_vars)
<<<<<<< HEAD
df## year lgID tmID franchID confID divID rank confRank playoff
## 439 1976 NBA ATL ATL EC CD 6 9
## 440 1976 NBA BOS BOS EC AT 2 4 CS
## 441 1976 NBA BUF LAC EC AT 4 10
## 442 1976 NBA CHI CHI WC MW 2 6 C1
## 443 1976 NBA CLE CLE EC CD 4 6 C1
## 444 1976 NBA DEN DEN WC MW 1 2 CS
## 445 1976 NBA DET DET WC MW 2 5 C1
## 446 1976 NBA GSW GSW WC PC 3 4 CS
## 447 1976 NBA HOU HOU EC CD 1 2 CF
## 448 1976 NBA IND IND WC MW 5 9
## 449 1976 NBA KCK SAC WC MW 4 8
## 450 1976 NBA LAL LAL WC PC 1 1 CF
## 451 1976 NBA MIL MIL WC MW 6 11
## 452 1976 NBA NOJ UTA EC CD 5 8
## 453 1976 NBA NYK NYK EC AT 3 7
## 454 1976 NBA NYN NJN EC AT 5 11
## 455 1976 NBA PHI PHI EC AT 1 1 F
## 456 1976 NBA PHO PHO WC PC 5 10
## 457 1976 NBA POR POR WC PC 2 3 NC
## 458 1976 NBA SAS SAS EC CD 3 5 C1
## 459 1976 NBA SEA SEA WC PC 4 7
## 460 1976 NBA WSB WAS EC CD 2 3 CS
## 461 1977 NBA ATL ATL EC CD 4 6 C1
## 462 1977 NBA BOS BOS EC AT 3 8
## 463 1977 NBA BUF LAC EC AT 4 10
## 464 1977 NBA CHI CHI WC MW 3 8
## 465 1977 NBA CLE CLE EC CD 3 4 C1
## 466 1977 NBA DEN DEN WC MW 1 2 CF
## 467 1977 NBA DET DET WC MW 4 9
## 468 1977 NBA GSW GSW WC PC 5 7
## 469 1977 NBA HOU HOU EC CD 6 9
## 470 1977 NBA IND IND WC MW 5 11
## 471 1977 NBA KCK SAC WC MW 5 10
## 472 1977 NBA LAL LAL WC PC 4 5 C1
## 473 1977 NBA MIL MIL WC MW 2 6 CS
## 474 1977 NBA NJN NJN EC AT 5 11
## 475 1977 NBA NOJ UTA EC CD 5 7
## 476 1977 NBA NYK NYK EC AT 2 5 CS
## 477 1977 NBA PHI PHI EC AT 1 1 CF
## 478 1977 NBA PHO PHO WC PC 2 3 C1
## 479 1977 NBA POR POR WC PC 1 1 CS
## 480 1977 NBA SAS SAS EC CD 1 2 CS
## 481 1977 NBA SEA SEA WC PC 3 4 F
## 482 1977 NBA WSB WAS EC CD 2 3 NC
## 483 1978 NBA ATL ATL EC CD 3 5 CS
## 484 1978 NBA BOS BOS EC AT 5 10
## 485 1978 NBA CHI CHI WC MW 5 11
## 486 1978 NBA CLE CLE EC CD 4 9
## 487 1978 NBA DEN DEN WC MW 2 4 C1
## 488 1978 NBA DET DET EC CD 4 8
## 489 1978 NBA GSW GSW WC PC 6 9
## 490 1978 NBA HOU HOU EC CD 2 4 C1
## 491 1978 NBA IND IND WC MW 3 10
## 492 1978 NBA KCK SAC WC MW 1 2 CS
## 493 1978 NBA LAL LAL WC PC 3 5 CS
## 494 1978 NBA MIL MIL WC MW 3 8
## 495 1978 NBA NJN NJN EC AT 3 6 C1
## 496 1978 NBA NOJ UTA EC CD 6 11
## 497 1978 NBA NYK NYK EC AT 4 7
## 498 1978 NBA PHI PHI EC AT 2 3 CS
## 499 1978 NBA PHO PHO WC PC 2 3 CF
## 500 1978 NBA POR POR WC PC 4 6 C1
## 501 1978 NBA SAS SAS EC CD 2 2 CF
## 502 1978 NBA SDC LAC WC PC 5 7
## 503 1978 NBA SEA SEA WC PC 1 1 NC
## 504 1978 NBA WSB WAS EC AT 1 1 F
## 505 1979 NBA ATL ATL EC CD 1 2 CS
## 506 1979 NBA BOS BOS EC AT 1 1 CF
## 507 1979 NBA CHI CHI WC MW 3 9
## 508 1979 NBA CLE CLE EC CD 4 9
## 509 1979 NBA DEN DEN WC MW 3 8
## 510 1979 NBA DET DET EC CD 6 11
## 511 1979 NBA GSW GSW WC PC 6 10
## 512 1979 NBA HOU HOU EC CD 2 4 CS
## 513 1979 NBA IND IND EC CD 4 8
## 514 1979 NBA KCK SAC WC MW 2 5 C1
## 515 1979 NBA LAL LAL WC PC 1 1 NC
## 516 1979 NBA MIL MIL WC MW 1 2 CS
## 517 1979 NBA NJN NJN EC AT 5 10
## 518 1979 NBA NYK NYK EC AT 3 7
## 519 1979 NBA PHI PHI EC AT 2 3 F
## 520 1979 NBA PHO PHO WC PC 3 4 CS
## 521 1979 NBA POR POR WC PC 4 6 C1
## 522 1979 NBA SAS SAS EC CD 2 5 C1
## 523 1979 NBA SDC LAC WC PC 5 7
## 524 1979 NBA SEA SEA WC PC 2 3 CF
## 525 1979 NBA UTA UTA WC MW 5 11
## 526 1979 NBA WSB WAS EC AT 3 6 C1
## 527 1980 NBA ATL ATL EC CD 4 8
## 528 1980 NBA BOS BOS EC AT 1 1 NC
## 529 1980 NBA CHI CHI EC CD 2 5 CS
## 530 1980 NBA CLE CLE EC CD 5 9
## 531 1980 NBA DAL DAL WC MW 6 12
## 532 1980 NBA DEN DEN WC MW 4 8
## 533 1980 NBA DET DET EC CD 6 11
## 534 1980 NBA GSW GSW WC PC 4 7
## 535 1980 NBA HOU HOU WC MW 2 6 F
## 536 1980 NBA IND IND EC CD 3 6 C1
## 537 1980 NBA KCK SAC WC MW 2 5 CF
## 538 1980 NBA LAL LAL WC PC 2 3 C1
## 539 1980 NBA MIL MIL EC CD 1 2 CS
## 540 1980 NBA NJN NJN EC AT 5 10
## 541 1980 NBA NYK NYK EC AT 3 4 C1
## 542 1980 NBA PHI PHI EC AT 1 3 CF
## 543 1980 NBA PHO PHO WC PC 1 1 CS
## 544 1980 NBA POR POR WC PC 3 4 C1
## 545 1980 NBA SAS SAS WC MW 1 2 CS
## 546 1980 NBA SDC LAC WC PC 5 9
## 547 1980 NBA SEA SEA WC PC 6 10
## 548 1980 NBA UTA UTA WC MW 5 11
## 549 1980 NBA WSB WAS EC AT 4 7
## 550 1981 NBA ATL ATL EC CD 2 6 C1
## 551 1981 NBA BOS BOS EC AT 1 1 CF
## 552 1981 NBA CHI CHI EC CD 5 9
## 553 1981 NBA CLE CLE EC CD 6 11
## 554 1981 NBA DAL DAL WC MW 5 10
## 555 1981 NBA DEN DEN WC MW 2 4 C1
## 556 1981 NBA DET DET EC CD 3 7
## 557 1981 NBA GSW GSW WC PC 4 7
## 558 1981 NBA HOU HOU WC MW 2 6 C1
## 559 1981 NBA IND IND EC CD 4 8
## 560 1981 NBA KCK SAC WC MW 4 9
## 561 1981 NBA LAL LAL WC PC 1 1 NC
## 562 1981 NBA MIL MIL EC CD 1 2 CS
## 563 1981 NBA NJN NJN EC AT 3 4 C1
## 564 1981 NBA NYK NYK EC AT 5 10
## 565 1981 NBA PHI PHI EC AT 2 3 F
## 566 1981 NBA PHO PHO WC PC 3 5 CS
## 567 1981 NBA POR POR WC PC 5 8
## 568 1981 NBA SAS SAS WC MW 1 2 CF
## 569 1981 NBA SDC LAC WC PC 6 12
## 570 1981 NBA SEA SEA WC PC 2 3 CS
## 571 1981 NBA UTA UTA WC MW 6 11
## 572 1981 NBA WSB WAS EC AT 4 5 CS
## 573 1982 NBA ATL ATL EC CD 2 6 C1
## 574 1982 NBA BOS BOS EC AT 2 3 CS
## 575 1982 NBA CHI CHI EC CD 4 9
## 576 1982 NBA CLE CLE EC CD 5 10
## 577 1982 NBA DAL DAL WC MW 4 8
## 578 1982 NBA DEN DEN WC MW 2 6 CS
## 579 1982 NBA DET DET EC CD 3 8
## 580 1982 NBA GSW GSW WC PC 5 9
## 581 1982 NBA HOU HOU WC MW 6 12
## 582 1982 NBA IND IND EC CD 6 11
## 583 1982 NBA KCK SAC WC MW 2 7
## 584 1982 NBA LAL LAL WC PC 0 1
## 585 1982 NBA MIL MIL EC CD 1 2 CF
## 586 1982 NBA NJN NJN EC AT 3 4 C1
## 587 1982 NBA NYK NYK EC AT 4 5 CS
## 588 1982 NBA PHI PHI EC AT 1 1 NC
## 589 1982 NBA PHO PHO WC PC 2 3 C1
## 590 1982 NBA POR POR WC PC 4 5 CS
## 591 1982 NBA SAS SAS WC MW 1 2 CF
## 592 1982 NBA SDC LAC WC PC 6 11
## 593 1982 NBA SEA SEA WC PC 3 4 C1
## 594 1982 NBA UTA UTA WC MW 5 10
## 595 1982 NBA WSB WAS EC AT 5 7
## 596 1983 NBA ATL ATL EC CD 3 7 C1
## 597 1983 NBA BOS BOS EC AT 1 1 NC
## 598 1983 NBA CHI CHI EC CD 5 10
## 599 1983 NBA CLE CLE EC CD 4 9
## 600 1983 NBA DAL DAL WC MW 2 4 CS
## 601 1983 NBA DEN DEN WC MW 3 7 C1
## 602 1983 NBA DET DET EC CD 2 4 C1
## 603 1983 NBA GSW GSW WC PC 5 9
## 604 1983 NBA HOU HOU WC MW 6 12
## 605 1983 NBA IND IND EC CD 6 11
## 606 1983 NBA KCK SAC WC MW 3 8 C1
## 607 1983 NBA LAL LAL WC PC 1 1 F
## 608 1983 NBA MIL MIL EC CD 1 2 CF
## 609 1983 NBA NJN NJN EC AT 4 6 CS
## 610 1983 NBA NYK NYK EC AT 3 5 CS
## 611 1983 NBA PHI PHI EC AT 2 3 C1
## 612 1983 NBA PHO PHO WC PC 4 6 CF
## 613 1983 NBA POR POR WC PC 2 3 C1
## 614 1983 NBA SAS SAS WC MW 5 10
## 615 1983 NBA SDC LAC WC PC 6 11
## 616 1983 NBA SEA SEA WC PC 3 5 C1
## 617 1983 NBA UTA UTA WC MW 1 2 CS
## 618 1983 NBA WSB WAS EC AT 5 8 C1
## 619 1984 NBA ATL ATL EC CD 5 9
## 620 1984 NBA BOS BOS EC AT 1 1 F
## 621 1984 NBA CHI CHI EC CD 3 7 C1
## 622 1984 NBA CLE CLE EC CD 4 8 C1
## 623 1984 NBA DAL DAL WC MW 3 4 C1
## 624 1984 NBA DEN DEN WC MW 1 2 CF
## 625 1984 NBA DET DET EC CD 2 4 CS
## 626 1984 NBA GSW GSW WC PC 6 12
## 627 1984 NBA HOU HOU WC MW 2 3 C1
## 628 1984 NBA IND IND EC CD 6 11
## 629 1984 NBA KCK SAC WC MW 6 9
## 630 1984 NBA LAC LAC WC PC 4 11
## 631 1984 NBA LAL LAL WC PC 1 1 NC
## 632 1984 NBA MIL MIL EC CD 1 2 CS
## 633 1984 NBA NJN NJN EC AT 3 5 D1
## 634 1984 NBA NYK NYK EC AT 5 10
## 635 1984 NBA PHI PHI EC AT 2 3 CF
## 636 1984 NBA PHO PHO WC PC 3 8 C1
## 637 1984 NBA POR POR WC PC 2 5 CS
## 638 1984 NBA SAS SAS WC MW 4 7 C1
## 639 1984 NBA SEA SEA WC PC 4 10
## 640 1984 NBA UTA UTA WC MW 4 6 CS
## 641 1984 NBA WSB WAS EC AT 4 6 C1
## 642 1985 NBA ATL ATL EC CD 2 4 CS
## 643 1985 NBA BOS BOS EC AT 1 1 NC
## 644 1985 NBA CHI CHI EC CD 4 8 C1
## 645 1985 NBA CLE CLE EC CD 5 9
## 646 1985 NBA DAL DAL WC MW 3 4 CS
## 647 1985 NBA DEN DEN WC MW 2 3 CS
## 648 1985 NBA DET DET EC CD 3 5 C1
## 649 1985 NBA GSW GSW WC PC 6 12
## 650 1985 NBA HOU HOU WC MW 1 2 F
## 651 1985 NBA IND IND EC CD 6 10
## 652 1985 NBA LAC LAC WC PC 3 10
## 653 1985 NBA LAL LAL WC PC 1 1 CF
## 654 1985 NBA MIL MIL EC CD 1 2 CF
## 655 1985 NBA NJN NJN EC AT 3 7 C1
## 656 1985 NBA NYK NYK EC AT 5 11
## 657 1985 NBA PHI PHI EC AT 2 3 CS
## 658 1985 NBA PHO PHO WC PC 3 9
## 659 1985 NBA POR POR WC PC 2 6 C1
## 660 1985 NBA SAC SAC WC MW 5 7 C1
## 661 1985 NBA SAS SAS WC MW 6 8 C1
## 662 1985 NBA SEA SEA WC PC 5 11
## 663 1985 NBA UTA UTA WC MW 4 5 C1
## 664 1985 NBA WSB WAS EC AT 3 6 C1
## 665 1986 NBA ATL ATL EC CD 1 2 CS
## 666 1986 NBA BOS BOS EC AT 1 1 F
## 667 1986 NBA CHI CHI EC CD 5 8 C1
## 668 1986 NBA CLE CLE EC CD 6 9
## 669 1986 NBA DAL DAL WC MW 1 2 C1
## 670 1986 NBA DEN DEN WC MW 4 8 C1
## 671 1986 NBA DET DET EC CD 2 3 CF
## 672 1986 NBA GSW GSW WC PC 3 5 CS
## 673 1986 NBA HOU HOU WC MW 3 6 CS
## 674 1986 NBA IND IND EC CD 4 7 C1
## 675 1986 NBA LAC LAC WC PC 6 12
## 676 1986 NBA LAL LAL WC PC 1 1 NC
## 677 1986 NBA MIL MIL EC CD 3 4 CS
## 678 1986 NBA NJN NJN EC AT 4 10
## 679 1986 NBA NYK NYK EC AT 4 11
## 680 1986 NBA PHI PHI EC AT 2 5 C1
## 681 1986 NBA PHO PHO WC PC 5 9
## 682 1986 NBA POR POR WC PC 2 3 C1
## 683 1986 NBA SAC SAC WC MW 5 10
## 684 1986 NBA SAS SAS WC MW 6 11
## 685 1986 NBA SEA SEA WC PC 4 7 CF
## 686 1986 NBA UTA UTA WC MW 2 4 C1
## 687 1986 NBA WSB WAS EC AT 3 6 C1
## 688 1987 NBA ATL ATL EC CD 2 4 CS
## 689 1987 NBA BOS BOS EC AT 1 1 CF
## 690 1987 NBA CHI CHI EC CD 2 3 CS
## 691 1987 NBA CLE CLE EC CD 4 6 C1
## 692 1987 NBA DAL DAL WC MW 2 3 CF
## 693 1987 NBA DEN DEN WC MW 1 2 CS
## 694 1987 NBA DET DET EC CD 1 2 F
## 695 1987 NBA GSW GSW WC PC 5 11
## 696 1987 NBA HOU HOU WC MW 4 6 C1
## 697 1987 NBA IND IND EC CD 6 9
## 698 1987 NBA LAC LAC WC PC 6 12
## 699 1987 NBA LAL LAL WC PC 1 1 NC
## 700 1987 NBA MIL MIL EC CD 4 5 C1
## 701 1987 NBA NJN NJN EC AT 5 11
## 702 1987 NBA NYK NYK EC AT 2 8 C1
## 703 1987 NBA PHI PHI EC AT 4 10
## 704 1987 NBA PHO PHO WC PC 4 9
## 705 1987 NBA POR POR WC PC 2 4 C1
## 706 1987 NBA SAC SAC WC MW 6 10
## 707 1987 NBA SAS SAS WC MW 5 8 C1
## 708 1987 NBA SEA SEA WC PC 3 7 C1
## 709 1987 NBA UTA UTA WC MW 3 5 CS
## 710 1987 NBA WSB WAS EC AT 2 7 C1
## 711 1988 NBA ATL ATL EC CD 3 4 C1
## 712 1988 NBA BOS BOS EC AT 3 8 C1
## 713 1988 NBA CHH NOH EC AT 6 12
## 714 1988 NBA CHI CHI EC CD 5 6 CF
## 715 1988 NBA CLE CLE EC CD 2 3 C1
## 716 1988 NBA DAL DAL WC MW 4 9
## 717 1988 NBA DEN DEN WC MW 3 6 C1
## 718 1988 NBA DET DET EC CD 1 1 NC
## 719 1988 NBA GSW GSW WC PC 4 7 CS
## 720 1988 NBA HOU HOU WC MW 2 5 C1
## 721 1988 NBA IND IND EC CD 6 10
## 722 1988 NBA LAC LAC WC PC 7 12
## 723 1988 NBA LAL LAL WC PC 1 1 F
## 724 1988 NBA MIA MIA WC MW 6 13
## 725 1988 NBA MIL MIL EC CD 4 5 CS
## 726 1988 NBA NJN NJN EC AT 5 11
## 727 1988 NBA NYK NYK EC AT 1 2 CS
## 728 1988 NBA PHI PHI EC AT 2 7 C1
## 729 1988 NBA PHO PHO WC PC 2 3 CF
## 730 1988 NBA POR POR WC PC 5 8 C1
## 731 1988 NBA SAC SAC WC PC 6 10
## 732 1988 NBA SAS SAS WC MW 5 11
## 733 1988 NBA SEA SEA WC PC 3 4 CS
## 734 1988 NBA UTA UTA WC MW 1 2 C1
## 735 1988 NBA WSB WAS EC AT 4 9
## 736 1989 NBA ATL ATL EC CD 6 9
## 737 1989 NBA BOS BOS EC AT 2 4 C1
## 738 1989 NBA CHH NOH WC MW 7 14
## 739 1989 NBA CHI CHI EC CD 2 3 CF
## 740 1989 NBA CLE CLE EC CD 4 7 C1
## 741 1989 NBA DAL DAL WC MW 3 6 C1
## 742 1989 NBA DEN DEN WC MW 4 7 C1
## 743 1989 NBA DET DET EC CD 1 1 NC
## 744 1989 NBA GSW GSW WC PC 5 10
## 745 1989 NBA HOU HOU WC MW 5 8 C1
## 746 1989 NBA IND IND EC CD 4 8 C1
## 747 1989 NBA LAC LAC WC PC 6 11
## 748 1989 NBA LAL LAL WC PC 1 1 CS
## 749 1989 NBA MIA MIA EC AT 5 11
## 750 1989 NBA MIL MIL EC CD 3 6 C1
## 751 1989 NBA MIN MIN WC MW 6 13
## 752 1989 NBA NJN NJN EC AT 6 13
## 753 1989 NBA NYK NYK EC AT 3 5 CS
## 754 1989 NBA ORL ORL EC CD 7 12
## 755 1989 NBA PHI PHI EC AT 1 2 CS
## 756 1989 NBA PHO PHO WC PC 3 5 CF
## 757 1989 NBA POR POR WC PC 2 3 F
## 758 1989 NBA SAC SAC WC PC 7 12
## 759 1989 NBA SAS SAS WC MW 1 2 CS
## 760 1989 NBA SEA SEA WC PC 4 9
## 761 1989 NBA UTA UTA WC MW 2 4 C1
## 762 1989 NBA WSB WAS EC AT 4 10
## 763 1990 NBA ATL ATL EC CD 4 6 C1
## 764 1990 NBA BOS BOS EC AT 1 2 CS
## 765 1990 NBA CHH NOH EC CD 7 12
## 766 1990 NBA CHI CHI EC CD 1 1 NC
## 767 1990 NBA CLE CLE EC CD 6 9
## 768 1990 NBA DAL DAL WC MW 6 12
## 769 1990 NBA DEN DEN WC MW 7 14
## 770 1990 NBA DET DET EC CD 2 3 CF
## 771 1990 NBA GSW GSW WC PC 4 7 CS
## 772 1990 NBA HOU HOU WC MW 3 6 C1
## 773 1990 NBA IND IND EC CD 5 7 C1
## 774 1990 NBA LAC LAC WC PC 6 10
## 775 1990 NBA LAL LAL WC PC 2 3 F
## 776 1990 NBA MIA MIA EC AT 6 13
## 777 1990 NBA MIL MIL EC CD 3 4 C1
## 778 1990 NBA MIN MIN WC MW 5 11
## 779 1990 NBA NJN NJN EC AT 5 11
## 780 1990 NBA NYK NYK EC AT 3 8 C1
## 781 1990 NBA ORL ORL WC MW 4 9
## 782 1990 NBA PHI PHI EC AT 2 5 CS
## 783 1990 NBA PHO PHO WC PC 3 4 C1
## 784 1990 NBA POR POR WC PC 1 1 CF
## 785 1990 NBA SAC SAC WC PC 7 13
## 786 1990 NBA SAS SAS WC MW 1 2 C1
## 787 1990 NBA SEA SEA WC PC 5 8 C1
## 788 1990 NBA UTA UTA WC MW 2 5 CS
## 789 1990 NBA WSB WAS EC AT 4 10
## 790 1991 NBA ATL ATL EC CD 5 9
## 791 1991 NBA BOS BOS EC AT 1 2 CS
## 792 1991 NBA CHH NOH EC CD 6 11
## 793 1991 NBA CHI CHI EC CD 1 1 NC
## 794 1991 NBA CLE CLE EC CD 2 3 CF
## 795 1991 NBA DAL DAL WC MW 5 12
## 796 1991 NBA DEN DEN WC MW 4 11
## 797 1991 NBA DET DET EC CD 3 5 C1
## 798 1991 NBA GSW GSW WC PC 2 3 C1
## 799 1991 NBA HOU HOU WC MW 3 9
## 800 1991 NBA IND IND EC CD 4 7 C1
## 801 1991 NBA LAC LAC WC PC 5 7 C1
## 802 1991 NBA LAL LAL WC PC 6 8 C1
## 803 1991 NBA MIA MIA EC AT 4 8 C1
## 804 1991 NBA MIL MIL EC CD 6 12
## 805 1991 NBA MIN MIN WC MW 6 13
## 806 1991 NBA NJN NJN EC AT 3 6 C1
## 807 1991 NBA NYK NYK EC AT 1 4 CS
## 808 1991 NBA ORL ORL EC AT 7 14
## 809 1991 NBA PHI PHI EC AT 5 10
## 810 1991 NBA PHO PHO WC PC 3 4 CS
## 811 1991 NBA POR POR WC PC 1 1 F
## 812 1991 NBA SAC SAC WC PC 7 10
## 813 1991 NBA SAS SAS WC MW 2 5 C1
## 814 1991 NBA SEA SEA WC PC 4 6 CS
## 815 1991 NBA UTA UTA WC MW 1 2 CF
## 816 1991 NBA WSB WAS EC AT 6 13
## 817 1992 NBA ATL ATL EC CD 4 7 C1
## 818 1992 NBA BOS BOS EC AT 2 4 C1
## 819 1992 NBA CHH NOH EC CD 3 5 CS
## 820 1992 NBA CHI CHI EC CD 1 2 NC
## 821 1992 NBA CLE CLE EC CD 2 3 CS
## 822 1992 NBA DAL DAL WC MW 6 13
## 823 1992 NBA DEN DEN WC MW 4 9
## 824 1992 NBA DET DET EC CD 6 10
## 825 1992 NBA GSW GSW WC PC 6 10
## 826 1992 NBA HOU HOU WC MW 1 2 CS
## 827 1992 NBA IND IND EC CD 5 8 C1
## 828 1992 NBA LAC LAC WC PC 4 7 C1
## 829 1992 NBA LAL LAL WC PC 5 8 C1
## 830 1992 NBA MIA MIA EC AT 5 11
## 831 1992 NBA MIL MIL EC CD 7 12
## 832 1992 NBA MIN MIN WC MW 5 12
## 833 1992 NBA NJN NJN EC AT 3 6 C1
## 834 1992 NBA NYK NYK EC AT 1 1 CF
## 835 1992 NBA ORL ORL EC AT 4 9
## 836 1992 NBA PHI PHI EC AT 6 13
## 837 1992 NBA PHO PHO WC PC 1 1 F
## 838 1992 NBA POR POR WC PC 3 4 C1
## 839 1992 NBA SAC SAC WC PC 7 11
## 840 1992 NBA SAS SAS WC MW 2 5 CS
## 841 1992 NBA SEA SEA WC PC 2 3 CF
## 842 1992 NBA UTA UTA WC MW 3 6 C1
## 843 1992 NBA WSB WAS EC AT 7 14
## 844 1993 NBA ATL ATL EC CD 1 1 CS
## 845 1993 NBA BOS BOS EC AT 5 10
## 846 1993 NBA CHH NOH EC CD 5 9
## 847 1993 NBA CHI CHI EC CD 2 3 CS
## 848 1993 NBA CLE CLE EC CD 3 6 C1
## 849 1993 NBA DAL DAL WC MW 6 13
## 850 1993 NBA DEN DEN WC MW 4 8 CS
## 851 1993 NBA DET DET EC CD 6 14
## 852 1993 NBA GSW GSW WC PC 3 6 C1
## 853 1993 NBA HOU HOU WC MW 1 2 NC
## 854 1993 NBA IND IND EC CD 3 5 CF
## 855 1993 NBA LAC LAC WC PC 7 11
## 856 1993 NBA LAL LAL WC PC 5 9
## 857 1993 NBA MIA MIA EC AT 4 8 C1
## 858 1993 NBA MIL MIL EC CD 6 13
## 859 1993 NBA MIN MIN WC MW 5 12
## 860 1993 NBA NJN NJN EC AT 3 7 C1
## 861 1993 NBA NYK NYK EC AT 1 2 F
## 862 1993 NBA ORL ORL EC AT 2 4 C1
## 863 1993 NBA PHI PHI EC AT 6 11
## 864 1993 NBA PHO PHO WC PC 2 3 CS
## 865 1993 NBA POR POR WC PC 4 7 C1
## 866 1993 NBA SAC SAC WC PC 6 10
## 867 1993 NBA SAS SAS WC MW 2 4 C1
## 868 1993 NBA SEA SEA WC PC 1 1 C1
## 869 1993 NBA UTA UTA WC MW 3 5 CF
## 870 1993 NBA WSB WAS EC AT 7 12
## 871 1994 NBA ATL ATL EC CD 5 7 C1
## 872 1994 NBA BOS BOS EC AT 3 8 C1
## 873 1994 NBA CHH NOH EC CD 2 4 C1
## 874 1994 NBA CHI CHI EC CD 3 5 CS
## 875 1994 NBA CLE CLE EC CD 4 6 C1
## 876 1994 NBA DAL DAL WC MW 5 10
## 877 1994 NBA DEN DEN WC MW 4 8 C1
## 878 1994 NBA DET DET EC CD 7 12
## 879 1994 NBA GSW GSW WC PC 6 11
## 880 1994 NBA HOU HOU WC MW 3 6 NC
## 881 1994 NBA IND IND EC CD 1 2 CF
## 882 1994 NBA LAC LAC WC PC 7 13
## 883 1994 NBA LAL LAL WC PC 3 5 CS
## 884 1994 NBA MIA MIA EC AT 4 10
## 885 1994 NBA MIL MIL EC CD 6 9
## 886 1994 NBA MIN MIN WC MW 6 12
## 887 1994 NBA NJN NJN EC AT 5 11
## 888 1994 NBA NYK NYK EC AT 2 3 CS
## 889 1994 NBA ORL ORL EC AT 1 1 F
## 890 1994 NBA PHI PHI EC AT 6 13
## 891 1994 NBA PHO PHO WC PC 1 2 CS
## 892 1994 NBA POR POR WC PC 4 7 C1
## 893 1994 NBA SAC SAC WC PC 5 9
## 894 1994 NBA SAS SAS WC MW 1 1 CF
## 895 1994 NBA SEA SEA WC PC 2 4 C1
## 896 1994 NBA UTA UTA WC MW 2 3 C1
## 897 1994 NBA WSB WAS EC AT 7 14
## 898 1995 NBA ATL ATL EC CD 4 6 CS
## 899 1995 NBA BOS BOS EC AT 5 11
## 900 1995 NBA CHH NOH EC CD 6 9
## 901 1995 NBA CHI CHI EC CD 1 1 NC
## 902 1995 NBA CLE CLE EC CD 3 4 C1
## 903 1995 NBA DAL DAL WC MW 5 13
## 904 1995 NBA DEN DEN WC MW 4 10
## 905 1995 NBA DET DET EC CD 4 7 C1
## 906 1995 NBA GSW GSW WC PC 6 9
## 907 1995 NBA HOU HOU WC MW 3 5 CS
## 908 1995 NBA IND IND EC CD 2 3 C1
## 909 1995 NBA LAC LAC WC PC 7 11
## 910 1995 NBA LAL LAL WC PC 2 4 C1
## 911 1995 NBA MIA MIA EC AT 3 8 C1
## 912 1995 NBA MIL MIL EC CD 7 13
## 913 1995 NBA MIN MIN WC MW 5 12
## 914 1995 NBA NJN NJN EC AT 6 12
## 915 1995 NBA NYK NYK EC AT 2 5 CS
## 916 1995 NBA ORL ORL EC AT 1 2 CF
## 917 1995 NBA PHI PHI EC AT 7 15
## 918 1995 NBA PHO PHO WC PC 4 7 C1
## 919 1995 NBA POR POR WC PC 3 6 C1
## 920 1995 NBA SAC SAC WC PC 5 8 C1
## 921 1995 NBA SAS SAS WC MW 1 2 CS
## 922 1995 NBA SEA SEA WC PC 1 1 F
## 923 1995 NBA TOR TOR EC CD 8 14
## 924 1995 NBA UTA UTA WC MW 2 3 CF
## 925 1995 NBA VAN MEM WC MW 7 14
## 926 1995 NBA WSB WAS EC AT 4 10
## 927 1996 NBA ATL ATL EC CD 2 4 CS
## 928 1996 NBA BOS BOS EC AT 7 15
## 929 1996 NBA CHH NOH EC CD 3 6 C1
## 930 1996 NBA CHI CHI EC CD 1 1 NC
## 931 1996 NBA CLE CLE EC CD 5 9
## 932 1996 NBA DAL DAL WC MW 4 11
## 933 1996 NBA DEN DEN WC MW 5 12
## 934 1996 NBA DET DET EC CD 3 5 C1
## 935 1996 NBA GSW GSW WC PC 7 10
## 936 1996 NBA HOU HOU WC MW 2 3 CF
## 937 1996 NBA IND IND EC CD 6 10
## 938 1996 NBA LAC LAC WC PC 5 8 C1
## 939 1996 NBA LAL LAL WC PC 2 4 CS
## 940 1996 NBA MIA MIA EC AT 1 2 CF
## 941 1996 NBA MIL MIL EC CD 7 11
## 942 1996 NBA MIN MIN WC MW 3 6 C1
## 943 1996 NBA NJN NJN EC AT 5 13
## 944 1996 NBA NYK NYK EC AT 2 3 CS
## 945 1996 NBA ORL ORL EC AT 3 7 C1
## 946 1996 NBA PHI PHI EC AT 6 14
## 947 1996 NBA PHO PHO WC PC 4 7 C1
## 948 1996 NBA POR POR WC PC 3 5 C1
## 949 1996 NBA SAC SAC WC PC 6 9
## 950 1996 NBA SAS SAS WC MW 6 13
## 951 1996 NBA SEA SEA WC PC 1 2 CS
## 952 1996 NBA TOR TOR EC CD 8 12
## 953 1996 NBA UTA UTA WC MW 1 1 F
## 954 1996 NBA VAN MEM WC MW 7 14
## 955 1996 NBA WSB WAS EC AT 4 8 C1
## 956 1997 NBA ATL ATL EC CD 4 5 C1
## 957 1997 NBA BOS BOS EC AT 6 12
## 958 1997 NBA CHH NOH EC CD 3 4 CS
## 959 1997 NBA CHI CHI EC CD 1 1 NC
## 960 1997 NBA CLE CLE EC CD 5 6 C1
## 961 1997 NBA DAL DAL WC MW 5 10
## 962 1997 NBA DEN DEN WC MW 7 14
## 963 1997 NBA DET DET EC CD 6 11
## 964 1997 NBA GSW GSW WC PC 6 12
## 965 1997 NBA HOU HOU WC MW 4 8 C1
## 966 1997 NBA IND IND EC CD 2 3 CF
## 967 1997 NBA LAC LAC WC PC 7 13
## 968 1997 NBA LAL LAL WC PC 1 3 CF
## 969 1997 NBA MIA MIA EC AT 1 2 C1
## 970 1997 NBA MIL MIL EC CD 7 13
## 971 1997 NBA MIN MIN WC MW 3 7 C1
## 972 1997 NBA NJN NJN EC AT 2 8 C1
## 973 1997 NBA NYK NYK EC AT 2 7 CS
## 974 1997 NBA ORL ORL EC AT 5 10
## 975 1997 NBA PHI PHI EC AT 7 14
## 976 1997 NBA PHO PHO WC PC 3 4 C1
## 977 1997 NBA POR POR WC PC 4 6 C1
## 978 1997 NBA SAC SAC WC PC 5 9
## 979 1997 NBA SAS SAS WC MW 2 5 CS
## 980 1997 NBA SEA SEA WC PC 1 2 CS
## 981 1997 NBA TOR TOR EC CD 8 15
## 982 1997 NBA UTA UTA WC MW 1 1 F
## 983 1997 NBA VAN MEM WC MW 6 11
## 984 1997 NBA WAS WAS EC AT 4 9
## 1014 1999 NBA ATL ATL EC CD 7 14
## 1015 1999 NBA BOS BOS EC AT 5 10
## 1016 1999 NBA CHH NOH EC CD 2 4 C1
## 1017 1999 NBA CHI CHI EC CD 8 15
## 1018 1999 NBA CLE CLE EC CD 6 11
## 1019 1999 NBA DAL DAL WC MW 4 9
## 1020 1999 NBA DEN DEN WC MW 5 10
## 1021 1999 NBA DET DET EC CD 4 7 C1
## 1022 1999 NBA GSW GSW WC PC 6 13
## 1023 1999 NBA HOU HOU WC MW 6 11
## 1024 1999 NBA IND IND EC CD 1 1 F
## 1025 1999 NBA LAC LAC WC PC 7 14
## 1026 1999 NBA LAL LAL WC PC 1 1 NC
## 1027 1999 NBA MIA MIA EC AT 1 2 CS
## 1028 1999 NBA MIL MIL EC CD 4 8 C1
## 1029 1999 NBA MIN MIN WC MW 3 6 C1
## 1030 1999 NBA NJN NJN EC AT 6 12
## 1031 1999 NBA NYK NYK EC AT 2 3 CF
## 1032 1999 NBA ORL ORL EC AT 4 9
## 1033 1999 NBA PHI PHI EC AT 3 5 CS
## 1034 1999 NBA PHO PHO WC PC 3 5 CS
## 1035 1999 NBA POR POR WC PC 2 3 CF
## 1036 1999 NBA SAC SAC WC PC 5 8 C1
## 1037 1999 NBA SAS SAS WC MW 2 4 C1
## 1038 1999 NBA SEA SEA WC PC 4 7 C1
## 1039 1999 NBA TOR TOR EC CD 3 6 C1
## 1040 1999 NBA UTA UTA WC MW 1 2 CS
## 1041 1999 NBA VAN MEM WC MW 7 12
## 1042 1999 NBA WAS WAS EC AT 7 13
## 1043 2000 NBA ATL ATL EC CD 7 13
## 1044 2000 NBA BOS BOS EC AT 5 9
## 1045 2000 NBA CHH NOH EC CD 3 6 CS
## 1046 2000 NBA CHI CHI EC CD 8 15
## 1047 2000 NBA CLE CLE EC CD 6 11
## 1048 2000 NBA DAL DAL WC MW 2 5 CS
## 1049 2000 NBA DEN DEN WC MW 6 11
## 1050 2000 NBA DET DET EC CD 5 10
## 1051 2000 NBA GSW GSW WC PC 7 14
## 1052 2000 NBA HOU HOU WC MW 5 9
## 1053 2000 NBA IND IND EC CD 4 8 C1
## 1054 2000 NBA LAC LAC WC PC 6 12
## 1055 2000 NBA LAL LAL WC PC 1 2 NC
## 1056 2000 NBA MIA MIA EC AT 2 3 C1
## 1057 2000 NBA MIL MIL EC CD 1 2 CF
## 1058 2000 NBA MIN MIN WC MW 4 8 C1
## 1059 2000 NBA NJN NJN EC AT 6 12
## 1060 2000 NBA NYK NYK EC AT 3 4 C1
## 1061 2000 NBA ORL ORL EC AT 4 7 C1
## 1062 2000 NBA PHI PHI EC AT 1 1 F
## 1063 2000 NBA PHO PHO WC PC 3 6 C1
## 1064 2000 NBA POR POR WC PC 4 7 C1
## 1065 2000 NBA SAC SAC WC PC 2 3 CS
## 1066 2000 NBA SAS SAS WC MW 1 1 CF
## 1067 2000 NBA SEA SEA WC PC 5 10
## 1068 2000 NBA TOR TOR EC CD 2 5 CS
## 1069 2000 NBA UTA UTA WC MW 2 4 C1
## 1070 2000 NBA VAN MEM WC MW 7 13
## 1071 2000 NBA WAS WAS EC AT 7 14
## 1072 2001 NBA ATL ATL EC CD 6 12
## 1073 2001 NBA BOS BOS EC AT 2 3 CF
## 1074 2001 NBA CHH NOH EC CD 2 4 CS
## 1075 2001 NBA CHI CHI EC CD 8 15
## 1076 2001 NBA CLE CLE EC CD 7 14
## 1077 2001 NBA DAL DAL WC MW 2 4 CS
## 1078 2001 NBA DEN DEN WC MW 6 12
## 1079 2001 NBA DET DET EC CD 1 2 CS
## 1080 2001 NBA GSW GSW WC PC 7 14
## 1081 2001 NBA HOU HOU WC MW 5 11
## 1082 2001 NBA IND IND EC CD 3 8 C1
## 1083 2001 NBA LAC LAC WC PC 5 9
## 1084 2001 NBA LAL LAL WC PC 2 3 NC
## 1085 2001 NBA MEM MEM WC MW 7 13
## 1086 2001 NBA MIA MIA EC AT 6 11
## 1087 2001 NBA MIL MIL EC CD 5 9
## 1088 2001 NBA MIN MIN WC MW 3 5 C1
## 1089 2001 NBA NJN NJN EC AT 1 1 F
## 1090 2001 NBA NYK NYK EC AT 7 13
## 1091 2001 NBA ORL ORL EC AT 3 5 C1
## 1092 2001 NBA PHI PHI EC AT 4 6 C1
## 1093 2001 NBA PHO PHO WC PC 6 10
## 1094 2001 NBA POR POR WC PC 3 6 C1
## 1095 2001 NBA SAC SAC WC PC 1 1 CF
## 1096 2001 NBA SAS SAS WC MW 1 2 CS
## 1097 2001 NBA SEA SEA WC PC 4 7 C1
## 1098 2001 NBA TOR TOR EC CD 3 7 C1
## 1099 2001 NBA UTA UTA WC MW 4 8 C1
## 1100 2001 NBA WAS WAS EC AT 5 10
## 1101 2002 NBA ATL ATL EC CD 5 11
## 1102 2002 NBA BOS BOS EC AT 3 6 CS
## 1103 2002 NBA CHI CHI EC CD 6 12
## 1104 2002 NBA CLE CLE EC CD 8 15
## 1105 2002 NBA DAL DAL WC MW 1 3 CF
## 1106 2002 NBA DEN DEN WC MW 7 14
## 1107 2002 NBA DET DET EC CD 1 1 CF
## 1108 2002 NBA GSW GSW WC PC 6 11
## 1109 2002 NBA HOU HOU WC MW 5 9
## 1110 2002 NBA IND IND EC CD 2 3 C1
## 1111 2002 NBA LAC LAC WC PC 7 13
## 1112 2002 NBA LAL LAL WC PC 2 5 CS
## 1113 2002 NBA MEM MEM WC MW 6 12
## 1114 2002 NBA MIA MIA EC AT 7 13
## 1115 2002 NBA MIL MIL EC CD 4 7 C1
## 1116 2002 NBA MIN MIN WC MW 3 4 C1
## 1117 2002 NBA NJN NJN EC AT 1 2 F
## 1118 2002 NBA NOH NOH EC CD 3 5 C1
## 1119 2002 NBA NYK NYK EC AT 5 10
## 1120 2002 NBA ORL ORL EC AT 4 8 C1
## 1121 2002 NBA PHI PHI EC AT 2 4 CS
## 1122 2002 NBA PHO PHO WC PC 4 8 C1
## 1123 2002 NBA POR POR WC PC 2 6 C1
## 1124 2002 NBA SAC SAC WC PC 1 2 CS
## 1125 2002 NBA SAS SAS WC MW 1 1 NC
## 1126 2002 NBA SEA SEA WC PC 5 10
## 1127 2002 NBA TOR TOR EC CD 7 14
## 1128 2002 NBA UTA UTA WC MW 4 7 C1
## 1129 2002 NBA WAS WAS EC AT 5 9
## 1130 2003 NBA ATL ATL EC CD 7 12
## 1131 2003 NBA BOS BOS EC AT 4 8 C1
## 1132 2003 NBA CHI CHI EC CD 8 14
## 1133 2003 NBA CLE CLE EC CD 5 9
## 1134 2003 NBA DAL DAL WC MW 3 5 C1
## 1135 2003 NBA DEN DEN WC MW 6 8 C1
## 1136 2003 NBA DET DET EC CD 2 3 NC
## 1137 2003 NBA GSW GSW WC PC 4 11
## 1138 2003 NBA HOU HOU WC MW 5 7 C1
## 1139 2003 NBA IND IND EC CD 1 1 CF
## 1140 2003 NBA LAC LAC WC PC 7 14
## 1141 2003 NBA LAL LAL WC PC 1 2 F
## 1142 2003 NBA MEM MEM WC MW 4 6 C1
## 1143 2003 NBA MIA MIA EC AT 2 4 CS
## 1144 2003 NBA MIL MIL EC CD 3 6 C1
## 1145 2003 NBA MIN MIN WC MW 1 1 CF
## 1146 2003 NBA NJN NJN EC AT 1 2 CS
## 1147 2003 NBA NOH NOH EC CD 3 5 C1
## 1148 2003 NBA NYK NYK EC AT 3 7 C1
## 1149 2003 NBA ORL ORL EC AT 7 15
## 1150 2003 NBA PHI PHI EC AT 5 11
## 1151 2003 NBA PHO PHO WC PC 6 13
## 1152 2003 NBA POR POR WC PC 3 10
## 1153 2003 NBA SAC SAC WC PC 2 4 CS
## 1154 2003 NBA SAS SAS WC MW 2 3 CS
## 1155 2003 NBA SEA SEA WC PC 4 12
## 1156 2003 NBA TOR TOR EC CD 6 10
## 1157 2003 NBA UTA UTA WC MW 7 9
## 1158 2003 NBA WAS WAS EC AT 6 13
## 1159 2004 NBA ATL ATL EC SE 5 15
## 1160 2004 NBA BOS BOS EC AT 1 3 C1
## 1161 2004 NBA CHA CHA EC SE 4 14
## 1162 2004 NBA CHI CHI EC CD 2 4 C1
## 1163 2004 NBA CLE CLE EC CD 4 9
## 1164 2004 NBA DAL DAL WC SW 2 4 CS
## 1165 2004 NBA DEN DEN WC NW 2 7 C1
## 1166 2004 NBA DET DET EC CD 1 2 F
## 1167 2004 NBA GSW GSW WC PC 4 12
## 1168 2004 NBA HOU HOU WC SW 3 5 C1
## 1169 2004 NBA IND IND EC CD 3 6 CS
## 1170 2004 NBA LAC LAC WC PC 3 10
## 1171 2004 NBA LAL LAL WC PC 4 11
## 1172 2004 NBA MEM MEM WC SW 4 8 C1
## 1173 2004 NBA MIA MIA EC SE 1 1 CF
## 1174 2004 NBA MIL MIL EC CD 5 13
## 1175 2004 NBA MIN MIN WC NW 3 9
## 1176 2004 NBA NJN NJN EC AT 3 8 C1
## 1177 2004 NBA NOH NOH WC SW 5 15
## 1178 2004 NBA NYK NYK EC AT 4 12
## 1179 2004 NBA ORL ORL EC SE 3 10
## 1180 2004 NBA PHI PHI EC AT 2 7 C1
## 1181 2004 NBA PHO PHO WC PC 1 1 CF
## 1182 2004 NBA POR POR WC NW 4 13
## 1183 2004 NBA SAC SAC WC PC 2 6 C1
## 1184 2004 NBA SAS SAS WC SW 1 2 NC
## 1185 2004 NBA SEA SEA WC NW 1 3 CS
## 1186 2004 NBA TOR TOR EC AT 4 11
## 1187 2004 NBA UTA UTA WC NW 5 14
## 1188 2004 NBA WAS WAS EC SE 2 5 CS
## 1189 2005 NBA ATL ATL EC SE 4 14
## 1190 2005 NBA BOS BOS EC AT 3 11
## 1191 2005 NBA CHA CHA EC SE 4 13
## 1192 2005 NBA CHI CHI EC CD 3 7 C1
## 1193 2005 NBA CLE CLE EC CD 2 4 CS
## 1194 2005 NBA DAL DAL WC SW 2 4 F
## 1195 2005 NBA DEN DEN WC NW 1 3 C1
## 1196 2005 NBA DET DET EC CD 1 1 CF
## 1197 2005 NBA GSW GSW WC PC 5 13
## 1198 2005 NBA HOU HOU WC SW 5 12
## 1199 2005 NBA IND IND EC CD 3 6 C1
## 1200 2005 NBA LAC LAC WC PC 2 6 CS
## 1201 2005 NBA LAL LAL WC PC 3 7 C1
## 1202 2005 NBA MEM MEM WC SW 3 5 C1
## 1203 2005 NBA MIA MIA EC SE 1 2 NC
## 1204 2005 NBA MIL MIL EC CD 5 8 C1
## 1205 2005 NBA MIN MIN WC NW 4 14
## 1206 2005 NBA NJN NJN EC AT 1 3 CS
## 1207 2005 NBA NOK NOH WC SW 4 10
## 1208 2005 NBA NYK NYK EC AT 5 15
## 1209 2005 NBA ORL ORL EC SE 3 10
## 1210 2005 NBA PHI PHI EC AT 2 9
## 1211 2005 NBA PHO PHO WC PC 1 2 CF
## 1212 2005 NBA POR POR WC NW 5 15
## 1213 2005 NBA SAC SAC WC PC 4 8 C1
## 1214 2005 NBA SAS SAS WC SW 1 1 CS
## 1215 2005 NBA SEA SEA WC NW 3 11
## 1216 2005 NBA TOR TOR EC AT 4 12
## 1217 2005 NBA UTA UTA WC NW 2 9
## 1218 2005 NBA WAS WAS EC SE 2 5 C1
## 1219 2006 NBA ATL ATL EC SE 5 13
## 1220 2006 NBA BOS BOS EC AT 5 15
## 1221 2006 NBA CHA CHA EC SE 4 11
## 1222 2006 NBA CHI CHI EC CD 3 5 CS
## 1223 2006 NBA CLE CLE EC CD 2 2 F
## 1224 2006 NBA DAL DAL WC SW 1 1 C1
## 1225 2006 NBA DEN DEN WC NW 2 6 C1
## 1226 2006 NBA DET DET EC CD 1 1 CF
## 1227 2006 NBA GSW GSW WC PC 2 8 CS
## 1228 2006 NBA HOU HOU WC SW 3 5 C1
## 1229 2006 NBA IND IND EC CD 4 9
## 1230 2006 NBA LAC LAC WC PC 4 9
## 1231 2006 NBA LAL LAL WC PC 2 7 C1
## 1232 2006 NBA MEM MEM WC SW 5 15
## 1233 2006 NBA MIA MIA EC SE 1 4 C1
## 1234 2006 NBA MIL MIL EC CD 5 14
## 1235 2006 NBA MIN MIN WC NW 3 13
## 1236 2006 NBA NJN NJN EC AT 2 6 CS
## 1237 2006 NBA NOK NOH WC SW 4 10
## 1238 2006 NBA NYK NYK EC AT 4 12
## 1239 2006 NBA ORL ORL EC SE 3 8 C1
## 1240 2006 NBA PHI PHI EC AT 3 10
## 1241 2006 NBA PHO PHO WC PC 1 2 CS
## 1242 2006 NBA POR POR WC NW 3 12
## 1243 2006 NBA SAC SAC WC PC 5 11
## 1244 2006 NBA SAS SAS WC SW 2 3 NC
## 1245 2006 NBA SEA SEA WC NW 5 14
## 1246 2006 NBA TOR TOR EC AT 1 3 C1
## 1247 2006 NBA UTA UTA WC NW 1 4 CF
## 1248 2006 NBA WAS WAS EC SE 2 7 C1
## 1249 2007 NBA ATL ATL EC SE 3 8 C1
## 1250 2007 NBA BOS BOS EC AT 1 1 NC
## 1251 2007 NBA CHA CHA EC SE 4 12
## 1252 2007 NBA CHI CHI EC CD 4 11
## 1253 2007 NBA CLE CLE EC CD 2 4 CS
## 1254 2007 NBA DAL DAL WC SW 4 7 C1
## 1255 2007 NBA DEN DEN WC NW 2 8 C1
## 1256 2007 NBA DET DET EC CD 1 2 CF
## 1257 2007 NBA GSW GSW WC PC 3 9
## 1258 2007 NBA HOU HOU WC SW 3 5 C1
## 1259 2007 NBA IND IND EC CD 3 9
## 1260 2007 NBA LAC LAC WC PC 5 12
## 1261 2007 NBA LAL LAL WC PC 1 1 F
## 1262 2007 NBA MEM MEM WC SW 5 14
## 1263 2007 NBA MIA MIA EC SE 5 15
## 1264 2007 NBA MIL MIL EC CD 5 13
## 1265 2007 NBA MIN MIN WC NW 4 13
## 1266 2007 NBA NJN NJN EC AT 4 10
## 1267 2007 NBA NOH NOH WC SW 1 2 CS
## 1268 2007 NBA NYK NYK EC AT 5 14
## 1269 2007 NBA ORL ORL EC SE 1 3 CS
## 1270 2007 NBA PHI PHI EC AT 3 7 C1
## 1271 2007 NBA PHO PHO WC PC 2 6 C1
## 1272 2007 NBA POR POR WC NW 3 10
## 1273 2007 NBA SAC SAC WC PC 4 11
## 1274 2007 NBA SAS SAS WC SW 2 3 CF
## 1275 2007 NBA SEA SEA WC NW 5 15
## 1276 2007 NBA TOR TOR EC AT 2 6 C1
## 1277 2007 NBA UTA UTA WC NW 1 4 CS
## 1278 2007 NBA WAS WAS EC SE 2 5 C1
## 1279 2008 NBA ATL ATL EC SE 2 4 CS
## 1280 2008 NBA BOS BOS EC AT 1 2 CS
## 1281 2008 NBA CHA CHA EC SE 4 10
## 1282 2008 NBA CHI CHI EC CD 2 7 C1
## 1283 2008 NBA CLE CLE EC CD 1 1 CF
## 1284 2008 NBA DAL DAL WC SW 3 6 CS
## 1285 2008 NBA DEN DEN WC NW 1 2 CF
## 1286 2008 NBA DET DET EC CD 3 8 C1
## 1287 2008 NBA GSW GSW WC PC 3 10
## 1288 2008 NBA HOU HOU WC SW 2 5 CS
## 1289 2008 NBA IND IND EC CD 4 9
## 1290 2008 NBA LAC LAC WC PC 4 14
## 1291 2008 NBA LAL LAL WC PC 1 1 NC
## 1292 2008 NBA MEM MEM WC SW 5 12
## 1293 2008 NBA MIA MIA EC SE 3 5 C1
## 1294 2008 NBA MIL MIL EC CD 5 12
## 1295 2008 NBA MIN MIN WC NW 4 11
## 1296 2008 NBA NJN NJN EC AT 3 11
## 1297 2008 NBA NOH NOH WC SW 4 7 C1
## 1298 2008 NBA NYK NYK EC AT 5 14
## 1299 2008 NBA OKC SEA WC NW 5 13
## 1300 2008 NBA ORL ORL EC SE 1 3 F
## 1301 2008 NBA PHI PHI EC AT 2 6 C1
## 1302 2008 NBA PHO PHO WC PC 2 9
## 1303 2008 NBA POR POR WC NW 2 4 C1
## 1304 2008 NBA SAC SAC WC PC 5 15
## 1305 2008 NBA SAS SAS WC SW 1 3 C1
## 1306 2008 NBA TOR TOR EC AT 4 13
## 1307 2008 NBA UTA UTA WC NW 3 8 C1
## 1308 2008 NBA WAS WAS EC SE 5 15
## name o_fgm o_fga o_ftm o_fta o_3pm o_3pa o_oreb o_dreb
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## 768 Dallas Mavericks 3245 6890 1512 1986 193 600 984 2360
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## 771 Golden State Warriors 3566 7346 2162 2761 270 801 1113 2306
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## 773 Indiana Pacers 3450 6994 2010 2479 249 749 1018 2376
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## 784 Portland Trail Blazers 3577 7369 1912 2538 341 904 1202 2561
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## 788 Utah Jazz 3214 6537 1951 2472 148 458 867 2474
## 789 Washington Bullets 3390 7268 1478 2028 55 284 1173 2390
## 790 Atlanta Hawks 3492 7476 1517 2074 210 671 1288 2498
## 791 Boston Celtics 3543 7196 1549 1917 110 359 1095 2583
## 792 Charlotte Hornets 3613 7568 1637 2168 117 369 1164 2367
## 793 Chicago Bulls 3643 7168 1587 2132 138 454 1173 2439
## 794 Cleveland Cavaliers 3427 7025 1819 2259 253 708 1041 2450
## 795 Dallas Mavericks 3120 7104 1499 1999 268 797 1194 2439
## 796 Denver Nuggets 3262 7380 1526 2067 126 418 1350 2352
## 797 Detroit Pistons 3191 6867 1566 2108 165 526 1210 2421
## 798 Golden State Warriors 3767 7427 1944 2606 254 763 1137 2376
## 799 Houston Rockets 3273 6894 1491 2020 329 959 1074 2432
## 800 Indiana Pacers 3498 7079 1868 2364 333 940 1083 2564
## 801 Los Angeles Clippers 3347 7076 1601 2223 145 502 1132 2393
## 802 Los Angeles Lakers 3183 6977 1744 2278 119 445 1156 2196
## 803 Miami Heat 3256 7061 1839 2329 257 751 1187 2366
## 804 Milwaukee Bucks 3321 7216 1596 2104 371 1005 1297 2172
## 805 Minnesota Timberwolves 3366 7342 1379 1857 126 394 1167 2168
## 806 New Jersey Nets 3473 7580 1471 2009 224 670 1512 2392
## 807 New York Knicks 3312 6947 1503 2049 201 618 1185 2489
## 808 Orlando Magic 3220 7102 1693 2268 197 608 1171 2329
## 809 Philadelphia 76ers 3187 6761 1757 2267 227 680 1058 2309
## 810 Phoenix Suns 3553 7219 1861 2397 227 596 1088 2558
## 811 Portland Trail Blazers 3476 7352 1858 2463 325 944 1294 2549
## 812 Sacramento Kings 3348 7189 1615 2162 238 675 1054 2354
## 813 San Antonio Spurs 3377 7090 1652 2246 118 404 1229 2552
## 814 Seattle Supersonics 3380 7128 1772 2263 205 647 1282 2257
## 815 Utah Jazz 3379 6866 1961 2490 158 458 1097 2543
## 816 Washington Bullets 3364 7301 1521 1956 146 537 1069 2345
## 817 Atlanta Hawks 3392 7272 1648 2221 382 1076 1290 2344
## 818 Boston Celtics 3453 7093 1486 1912 110 383 1076 2436
## 819 Charlotte Hornets 3512 7210 1831 2374 175 537 1095 2508
## 820 Chicago Bulls 3475 7205 1431 1952 244 669 1290 2283
## 821 Cleveland Cavaliers 3425 6887 1699 2119 283 742 929 2496
## 822 Dallas Mavericks 3164 7271 1530 2171 283 837 1234 2265
## 823 Denver Nuggets 3352 7282 1784 2360 138 454 1266 2564
## 824 Detroit Pistons 3267 7211 1426 1957 292 908 1293 2315
## 825 Golden State Warriors 3474 7212 1768 2465 298 852 1219 2384
## 826 Houston Rockets 3280 6744 1584 2090 387 1073 985 2532
## 827 Indiana Pacers 3371 7022 1837 2399 257 789 1220 2455
## 828 Los Angeles Clippers 3544 7329 1562 2177 133 491 1183 2360
## 829 Los Angeles Lakers 3309 6994 1741 2304 187 626 1103 2288
## 830 Miami Heat 3127 6850 1908 2476 333 940 1134 2384
## 831 Milwaukee Bucks 3268 6924 1544 2081 312 936 1050 2113
## 832 Minnesota Timberwolves 3043 6529 1794 2247 166 569 940 2204
## 833 New Jersey Nets 3272 7084 1732 2258 155 488 1291 2506
## 834 New York Knicks 3209 6898 1717 2316 193 604 1150 2660
## 835 Orlando Magic 3257 6708 1821 2495 317 889 1040 2566
## 836 Philadelphia 76ers 3225 7075 1776 2259 330 941 1031 2431
## 837 Phoenix Suns 3494 7093 1912 2539 398 1095 1141 2510
## 838 Portland Trail Blazers 3361 7343 1901 2551 275 843 1226 2507
## 839 Sacramento Kings 3360 7264 1865 2447 262 788 1137 2281
## 840 San Antonio Spurs 3311 6762 1794 2346 236 692 919 2542
## 841 Seattle Supersonics 3473 7140 1720 2259 218 610 1222 2254
## 842 Utah Jazz 3336 6828 1907 2491 130 414 1041 2463
## 843 Washington Bullets 3302 7065 1575 2107 174 578 1031 2317
## 844 Atlanta Hawks 3247 7039 1556 2070 268 830 1250 2423
## 845 Boston Celtics 3333 7057 1463 2003 138 477 1037 2380
## 846 Charlotte Hornets 3382 7100 1632 2135 336 916 1019 2475
## 847 Chicago Bulls 3245 6815 1310 1859 233 659 1143 2391
## 848 Cleveland Cavaliers 3133 6731 1736 2254 294 813 1090 2353
## 849 Dallas Mavericks 3055 7070 1450 1942 241 773 1271 2150
## 850 Denver Nuggets 3156 6781 1739 2423 170 597 1105 2557
## 851 Detroit Pistons 3169 7017 1253 1715 358 1041 1027 2320
## 852 Golden State Warriors 3512 7145 1529 2304 291 859 1183 2396
## 853 Houston Rockets 3197 6733 1469 1978 429 1285 926 2619
## 854 Indiana Pacers 3167 6516 1762 2387 184 500 1130 2409
## 855 Los Angeles Clippers 3343 7163 1509 2128 252 831 1120 2410
## 856 Los Angeles Lakers 3291 7316 1410 1967 241 803 1260 2204
## 857 Miami Heat 3197 6896 1744 2223 337 997 1235 2407
## 858 Milwaukee Bucks 3044 6807 1530 2181 331 1019 1126 2154
## 859 Minnesota Timberwolves 2985 6535 1777 2303 183 557 990 2343
## 860 New Jersey Nets 3169 7115 1900 2495 223 683 1300 2556
## 861 New York Knicks 3098 6735 1564 2097 316 908 1175 2542
## 862 Orlando Magic 3341 6883 1590 2346 394 1137 1177 2356
## 863 Philadelphia 76ers 3103 6819 1509 2112 318 942 1012 2394
## 864 Phoenix Suns 3429 7080 1674 2301 344 1042 1220 2453
## 865 Portland Trail Blazers 3371 7427 1781 2396 272 770 1302 2460
## 866 Sacramento Kings 3179 7027 1676 2292 257 729 1122 2349
## 867 San Antonio Spurs 3178 6688 1597 2151 249 714 1189 2597
## 868 Seattle Supersonics 3338 6901 1769 2374 242 722 1148 2233
## 869 Utah Jazz 3207 6729 1761 2379 179 559 1059 2385
## 870 Washington Bullets 3195 6826 1618 2162 221 744 1071 2189
## 871 Atlanta Hawks 2986 6680 1410 1948 539 1580 1104 2272
## 872 Boston Celtics 3179 6847 1708 2268 362 984 1156 2320
## 873 Charlotte Hornets 3051 6438 1587 2042 560 1409 832 2395
## 874 Chicago Bulls 3191 6710 1500 2065 443 1187 1106 2294
## 875 Cleveland Cavaliers 2756 6255 1507 1982 398 1033 1045 2237
## 876 Dallas Mavericks 3227 7342 1622 2210 386 1200 1514 2433
## 877 Denver Nuggets 3098 6461 1700 2305 413 1160 1040 2402
## 878 Detroit Pistons 3060 6633 1439 1941 494 1396 958 2204
## 879 Golden State Warriors 3217 6873 1687 2395 546 1602 1101 2371
## 880 Houston Rockets 3159 6579 1527 2039 646 1757 880 2440
## 881 Indiana Pacers 2983 6248 1796 2390 374 985 1051 2290
## 882 Los Angeles Clippers 3060 6888 1476 2079 331 1051 1064 2076
## 883 Los Angeles Lakers 3284 7088 1523 2072 525 1492 1126 2316
## 884 Miami Heat 3144 6738 1569 2133 436 1182 1092 2272
## 885 Milwaukee Bucks 3022 6586 1608 2259 494 1349 1063 2187
## 886 Minnesota Timberwolves 2792 6219 1824 2355 318 1016 883 2090
## 887 New Jersey Nets 2939 6738 1750 2305 414 1297 1213 2569
## 888 New York Knicks 2985 6394 1552 2114 532 1446 929 2473
## 889 Orlando Magic 3460 6899 1648 2465 523 1412 1149 2457
## 890 Philadelphia 76ers 2949 6577 1567 2125 355 936 1105 2230
## 891 Phoenix Suns 3356 6967 1777 2352 584 1584 1027 2403
## 892 Portland Trail Blazers 3217 7134 1555 2230 462 1266 1352 2443
## 893 Sacramento Kings 3025 6463 1647 2317 359 1037 1073 2325
## 894 San Antonio Spurs 3236 6687 1836 2487 434 1158 1029 2661
## 895 Seattle Supersonics 3310 6741 1944 2564 491 1305 1068 2337
## 896 Utah Jazz 3243 6339 1939 2483 301 801 874 2412
## 897 Washington Bullets 3176 6899 1457 2013 433 1264 1044 2219
## 898 Atlanta Hawks 2985 6665 1523 2012 566 1595 1182 2148
## 899 Boston Celtics 3163 6942 1630 2284 539 1453 1050 2427
## 900 Charlotte Hornets 3108 6618 1631 2119 584 1520 987 2256
## 901 Chicago Bulls 3293 6892 1495 2004 544 1349 1247 2411
## 902 Cleveland Cavaliers 2761 5998 1355 1775 596 1582 867 2055
## 903 Dallas Mavericks 3124 7431 1426 1975 735 2039 1408 2379
## 904 Denver Nuggets 3001 6657 1614 2173 397 1148 1057 2487
## 905 Detroit Pistons 2810 6122 1657 2206 545 1350 884 2440
## 906 Golden State Warriors 3056 6700 1775 2340 447 1199 1173 2285
## 907 Houston Rockets 3078 6638 1611 2106 637 1761 919 2455
## 908 Indiana Pacers 2979 6205 1823 2416 363 973 1010 2262
## 909 Los Angeles Clippers 3126 6618 1392 1984 509 1374 979 2190
## 910 Los Angeles Lakers 3216 6706 1529 2049 477 1359 995 2303
## 911 Miami Heat 2902 6348 1553 2187 552 1458 999 2495
## 912 Milwaukee Bucks 3034 6490 1412 1914 357 1056 973 2164
## 913 Minnesota Timberwolves 2974 6481 1797 2314 279 857 985 2271
## 914 New Jersey Nets 2881 6750 1672 2244 250 746 1350 2503
## 915 New York Knicks 3003 6382 1480 1954 485 1285 829 2449
## 916 Orlando Magic 3203 6640 1543 2232 622 1645 966 2401
## 917 Philadelphia 76ers 2796 6418 1662 2263 492 1438 1031 2161
## 918 Phoenix Suns 3159 6673 1907 2472 327 984 1009 2501
## 919 Portland Trail Blazers 3064 6688 1537 2321 480 1358 1160 2577
## 920 Sacramento Kings 2971 6494 1759 2407 462 1194 1114 2345
## 921 San Antonio Spurs 3148 6602 1663 2261 518 1320 937 2586
## 922 Seattle Supersonics 3074 6401 1843 2424 581 1596 954 2449
## 923 Toronto Raptors 3084 6598 1412 1953 414 1168 1071 2213
## 924 Utah Jazz 3129 6417 1769 2302 377 1013 993 2373
## 925 Vancouver Grizzlies 2772 6483 1446 1998 372 1129 957 2170
## 926 Washington Bullets 3202 6618 1511 2076 493 1212 930 2327
## 927 Atlanta Hawks 2812 6307 1491 1955 659 1834 1021 2350
## 928 Boston Celtics 3066 6967 1649 2199 467 1331 1095 2188
## 929 Charlotte Hornets 2988 6342 1541 1984 591 1382 910 2298
## 930 Chicago Bulls 3277 6923 1381 1848 523 1403 1235 2461
## 931 Cleveland Cavaliers 2704 5972 1282 1773 483 1284 909 2159
## 932 Dallas Mavericks 2813 6452 1375 1918 430 1316 1040 2262
## 933 Denver Nuggets 2934 6687 1516 1992 636 1711 994 2452
## 934 Detroit Pistons 2827 6095 1487 1995 582 1499 858 2292
## 935 Golden State Warriors 2997 6567 1696 2180 481 1363 1086 2259
## 936 Houston Rockets 3037 6484 1503 1992 671 1839 927 2565
## 937 Indiana Pacers 2851 6254 1687 2336 430 1130 1029 2390
## 938 Los Angeles Clippers 2989 6696 1517 2074 474 1339 1092 2242
## 939 Los Angeles Lakers 3018 6642 1613 2330 551 1500 1092 2414
## 940 Miami Heat 2822 6235 1454 2022 678 1865 957 2402
## 941 Milwaukee Bucks 2967 6303 1560 2104 324 920 955 2263
## 942 Minnesota Timberwolves 2937 6436 1637 2180 371 1093 957 2302
## 943 New Jersey Nets 2994 7091 1502 2031 484 1371 1410 2376
## 944 New York Knicks 2882 6227 1585 2119 470 1294 973 2516
## 945 Orlando Magic 2839 6497 1474 1975 567 1662 1071 2221
## 946 Philadelphia 76ers 3003 6850 1776 2450 433 1356 1267 2355
## 947 Phoenix Suns 3143 6705 1618 2125 527 1428 916 2376
## 948 Portland Trail Blazers 3000 6465 1613 2261 501 1401 1058 2494
## 949 Sacramento Kings 3000 6611 1494 2067 414 1058 1100 2307
## 950 San Antonio Spurs 2827 6391 1386 1929 378 1180 1101 2129
## 951 Seattle Supersonics 2995 6415 1725 2295 559 1583 1010 2271
## 952 Toronto Raptors 2897 6632 1446 2008 589 1624 1135 2254
## 953 Utah Jazz 3131 6217 1858 2416 334 902 889 2410
## 954 Vancouver Grizzlies 2819 6453 1230 1734 445 1274 1023 2155
## 955 Washington Bullets 3208 6678 1400 1979 331 1001 1010 2420
## 956 Atlanta Hawks 2887 6352 1749 2314 337 1016 1105 2418
## 957 Boston Celtics 3012 6934 1425 1964 415 1249 1196 2044
## 958 Charlotte Hornets 2968 6344 1641 2186 346 904 985 2341
## 959 Chicago Bulls 3064 6801 1492 2009 311 962 1243 2438
## 960 Cleveland Cavaliers 2817 6207 1653 2187 298 801 955 2331
## 961 Dallas Mavericks 2882 6754 1308 1738 422 1183 1007 2281
## 962 Denver Nuggets 2677 6412 1658 2147 288 893 1040 2157
## 963 Detroit Pistons 2862 6373 1704 2288 293 938 1044 2338
## 964 Golden State Warriors 2845 6884 1358 1912 189 696 1288 2473
## 965 Houston Rockets 2946 6513 1634 2120 573 1670 987 2350
## 966 Indiana Pacers 2921 6223 1631 2136 401 1029 874 2348
## 967 Los Angeles Clippers 2930 6690 1480 2047 525 1468 1040 2276
## 968 Los Angeles Lakers 3146 6536 1863 2743 497 1415 1079 2471
## 969 Miami Heat 2850 6327 1539 2082 548 1544 1028 2419
## 970 Milwaukee Bucks 2918 6399 1663 2167 249 703 1035 2236
## 971 Minnesota Timberwolves 3157 6844 1673 2253 303 873 1063 2429
## 972 New Jersey Nets 3055 6928 1750 2351 310 937 1344 2137
## 973 New York Knicks 2864 6413 1399 1812 382 1139 978 2434
## 974 Orlando Magic 2771 6455 1552 2138 293 907 1178 2203
## 975 Philadelphia 76ers 2837 6409 1734 2352 243 810 1125 2294
## 976 Phoenix Suns 3138 6710 1459 1948 431 1211 991 2452
## 977 Portland Trail Blazers 2885 6397 1640 2226 324 1047 1086 2522
## 978 Sacramento Kings 2957 6684 1440 2096 283 806 1094 2304
## 979 San Antonio Spurs 2898 6187 1489 2164 302 863 984 2638
## 980 Seattle Supersonics 3052 6458 1521 2109 621 1569 931 2225
## 981 Toronto Raptors 2965 6813 1479 2060 372 1086 1187 2149
## 982 Utah Jazz 2993 6113 2044 2644 249 670 962 2405
## 983 Vancouver Grizzlies 3006 6567 1586 2145 325 898 1081 2313
## 984 Washington Wizards 3080 6811 1489 2156 320 944 1121 2341
## 1014 Atlanta Hawks 3000 6807 1477 1987 258 814 1146 2570
## 1015 Boston Celtics 3054 6880 1621 2175 417 1260 1108 2420
## 1016 Charlotte Hornets 2935 6533 1863 2458 339 1001 884 2635
## 1017 Chicago Bulls 2565 6180 1482 2089 340 1032 1032 2323
## 1018 Cleveland Cavaliers 2977 6734 1653 2205 343 919 1010 2499
## 1019 Dallas Mavericks 3195 7047 1407 1751 519 1326 931 2444
## 1020 Denver Nuggets 3057 6911 1531 2116 470 1397 1073 2590
## 1021 Detroit Pistons 3044 6635 1956 2506 439 1223 917 2458
## 1022 Golden State Warriors 2996 7140 1497 2147 345 1069 1300 2438
## 1023 Houston Rockets 3001 6664 1573 2145 581 1625 1008 2586
## 1024 Indiana Pacers 3047 6640 1629 2008 583 1487 842 2612
## 1025 Los Angeles Clippers 2877 6757 1363 1826 429 1267 955 2377
## 1026 Los Angeles Lakers 3137 6836 1649 2368 344 1047 1117 2738
## 1027 Miami Heat 2974 6462 1345 1827 446 1202 921 2619
## 1028 Milwaukee Bucks 3174 6827 1558 1982 394 1069 1016 2373
## 1029 Minnesota Timberwolves 3226 6910 1379 1769 248 716 1016 2471
## 1030 New Jersey Nets 2979 6881 1601 2041 477 1374 1040 2315
## 1031 New York Knicks 2897 6374 1410 1805 351 937 802 2521
## 1032 Orlando Magic 3169 7014 1574 2142 294 870 1145 2540
## 1033 Philadelphia 76ers 2993 6776 1577 2226 208 643 1147 2468
## 1034 Phoenix Suns 3093 6771 1467 1934 458 1246 1022 2558
## 1035 Portland Trail Blazers 3021 6430 1542 2029 407 1128 966 2560
## 1036 Sacramento Kings 3276 7288 1521 2016 534 1656 1056 2635
## 1037 San Antonio Spurs 2952 6393 1652 2214 330 882 927 2666
## 1038 Seattle Supersonics 3108 6946 1363 1960 546 1611 1042 2483
## 1039 Toronto Raptors 2980 6882 1583 2068 425 1171 1098 2449
## 1040 Utah Jazz 2962 6380 1661 2150 329 854 936 2426
## 1041 Vancouver Grizzlies 2892 6441 1594 2060 324 898 1005 2324
## 1042 Washington Wizards 3010 6681 1566 2107 335 890 1064 2438
## 1043 Atlanta Hawks 2876 6668 1374 1811 333 933 1028 2490
## 1044 Boston Celtics 2773 6485 1621 2190 592 1633 897 2367
## 1045 Charlotte Hornets 2800 6501 1599 2146 340 984 1033 2608
## 1046 Chicago Bulls 2721 6411 1410 1909 329 950 926 2260
## 1047 Cleveland Cavaliers 2890 6532 1561 2040 220 659 1015 2440
## 1048 Dallas Mavericks 3085 6716 1552 1954 517 1357 831 2571
## 1049 Denver Nuggets 2979 6877 1448 1964 512 1444 1044 2583
## 1050 Detroit Pistons 2919 6880 1610 2233 389 1112 1108 2626
## 1051 Golden State Warriors 2937 7175 1428 2024 282 964 1345 2385
## 1052 Houston Rockets 2943 6494 1582 2086 504 1412 919 2524
## 1053 Indiana Pacers 2828 6431 1539 2009 396 1159 921 2595
## 1054 Los Angeles Clippers 2896 6467 1429 2061 360 1063 962 2559
## 1055 Los Angeles Lakers 3109 6685 1594 2333 439 1275 1085 2583
## 1056 Miami Heat 2694 6258 1423 1874 478 1384 813 2435
## 1057 Milwaukee Bucks 3112 6798 1474 1874 562 1481 975 2500
## 1058 Minnesota Timberwolves 3148 6871 1364 1737 322 901 1002 2470
## 1059 New Jersey Nets 2781 6550 1629 2146 361 1084 909 2337
## 1060 New York Knicks 2755 6198 1374 1727 391 1115 773 2524
## 1061 Orlando Magic 3013 6873 1476 2068 490 1346 1069 2450
## 1062 Philadelphia 76ers 2902 6487 1697 2277 262 803 1075 2600
## 1063 Phoenix Suns 2944 6757 1490 1973 332 1054 970 2529
## 1064 Portland Trail Blazers 3004 6417 1447 1899 369 1057 960 2481
## 1065 Sacramento Kings 3132 6969 1600 2075 479 1353 987 2705
## 1066 San Antonio Spurs 2884 6262 1673 2340 445 1094 902 2712
## 1067 Seattle Supersonics 3029 6649 1454 1986 466 1169 999 2422
## 1068 Toronto Raptors 3048 6972 1482 1984 429 1164 1118 2529
## 1069 Utah Jazz 2960 6289 1714 2280 325 852 943 2383
## 1070 Vancouver Grizzlies 2870 6539 1457 1892 325 947 894 2431
## 1071 Washington Wizards 2833 6453 1704 2245 275 848 1016 2370
## 1072 Atlanta Hawks 2901 6610 1486 1942 423 1194 955 2445
## 1073 Boston Celtics 2852 6731 1498 1960 699 1946 891 2570
## 1074 Charlotte Hornets 2893 6580 1568 2105 346 994 1059 2505
## 1075 Chicago Bulls 2811 6491 1413 1958 300 868 924 2359
## 1076 Cleveland Cavaliers 2948 6582 1529 1980 387 1026 968 2483
## 1077 Dallas Mavericks 3200 6930 1608 1994 621 1645 918 2568
## 1078 Denver Nuggets 2915 6870 1306 1756 423 1285 1117 2310
## 1079 Detroit Pistons 2845 6300 1478 1954 567 1509 810 2366
## 1080 Golden State Warriors 2998 6989 1693 2344 320 994 1334 2493
## 1081 Houston Rockets 2837 6629 1402 1893 496 1480 1025 2411
## 1082 Indiana Pacers 2935 6580 1663 2155 405 1195 930 2568
## 1083 Los Angeles Clippers 2970 6668 1498 2026 408 1147 1083 2474
## 1084 Los Angeles Lakers 3150 6840 1494 2138 510 1439 1022 2607
## 1085 Memphis Grizzlies 2851 6535 1334 1883 336 1096 984 2413
## 1086 Miami Heat 2801 6382 1236 1708 312 899 902 2544
## 1087 Milwaukee Bucks 3041 6577 1321 1767 593 1583 841 2557
## 1088 Minnesota Timberwolves 3175 6887 1399 1754 396 1047 1059 2562
## 1089 New Jersey Nets 3042 6816 1402 1907 403 1194 1039 2515
## 1090 New York Knicks 2817 6520 1406 1786 474 1344 876 2458
## 1091 Orlando Magic 3087 6893 1446 1917 620 1660 942 2440
## 1092 Philadelphia 76ers 2804 6436 1639 2104 214 715 1092 2534
## 1093 Phoenix Suns 3097 6934 1250 1630 358 1096 1072 2429
## 1094 Portland Trail Blazers 3004 6671 1451 1901 466 1318 1085 2444
## 1095 Sacramento Kings 3267 7003 1618 2154 426 1160 1013 2702
## 1096 San Antonio Spurs 2913 6363 1668 2249 438 1211 907 2566
## 1097 Seattle Supersonics 3131 6681 1263 1672 489 1292 968 2333
## 1098 Toronto Raptors 2919 6727 1269 1717 387 1109 1114 2336
## 1099 Utah Jazz 2869 6374 1853 2430 280 842 1109 2349
## 1100 Washington Wizards 2938 6664 1428 1866 305 786 1055 2393
## 1101 Atlanta Hawks 2859 6434 1594 2011 402 1141 937 2558
## 1102 Boston Celtics 2700 6509 1480 1994 719 2155 849 2471
## 1103 Chicago Bulls 2991 6714 1455 2014 349 997 985 2541
## 1104 Cleveland Cavaliers 2850 6746 1502 2012 293 896 1118 2542
## 1105 Dallas Mavericks 3161 6982 1486 1793 636 1668 912 2544
## 1106 Denver Nuggets 2689 6544 1294 1850 229 824 1112 2363
## 1107 Detroit Pistons 2700 6277 1559 2021 533 1488 883 2445
## 1108 Golden State Warriors 3061 6941 1853 2382 425 1235 1284 2546
## 1109 Houston Rockets 2840 6461 1569 2044 439 1267 1024 2564
## 1110 Indiana Pacers 2911 6608 1739 2271 379 1119 1004 2622
## 1111 Los Angeles Clippers 2835 6490 1633 2177 390 1178 1008 2462
## 1112 Los Angeles Lakers 3091 6856 1562 2129 486 1367 1078 2554
## 1113 Memphis Grizzlies 3049 6743 1430 1936 467 1279 943 2466
## 1114 Miami Heat 2688 6517 1292 1689 348 1100 948 2464
## 1115 Milwaukee Bucks 3045 6670 1483 1911 585 1526 876 2367
## 1116 Minnesota Timberwolves 3172 6809 1406 1826 296 804 959 2614
## 1117 New Jersey Nets 2906 6585 1662 2195 346 1041 991 2528
## 1118 New Orleans Hornets 2914 6695 1467 1910 404 1075 1097 2475
## 1119 New York Knicks 2967 6725 1320 1620 606 1582 842 2376
## 1120 Orlando Magic 2947 6763 1616 2079 568 1590 958 2392
## 1121 Philadelphia 76ers 2975 6640 1746 2253 245 787 1042 2415
## 1122 Phoenix Suns 3005 6776 1430 1928 394 1149 1049 2440
## 1123 Portland Trail Blazers 2987 6491 1450 1947 379 1150 992 2378
## 1124 Sacramento Kings 3242 6990 1367 1832 491 1288 900 2751
## 1125 San Antonio Spurs 2908 6297 1591 2194 449 1270 939 2556
## 1126 Seattle Supersonics 2887 6599 1325 1780 456 1291 963 2385
## 1127 Toronto Raptors 2847 6664 1350 1879 409 1193 1023 2355
## 1128 Utah Jazz 2894 6189 1750 2349 224 641 1021 2381
## 1129 Washington Wizards 2816 6394 1617 2077 253 811 917 2395
## 1130 Atlanta Hawks 2829 6529 1534 1976 419 1249 996 2507
## 1131 Boston Celtics 2843 6415 1572 2095 553 1599 851 2440
## 1132 Chicago Bulls 2798 6753 1330 1834 429 1256 1048 2519
## 1133 Cleveland Cavaliers 2922 6753 1528 2030 247 786 1118 2619
## 1134 Dallas Mavericks 3322 7230 1475 1854 507 1456 1174 2538
## 1135 Denver Nuggets 2993 6763 1655 2159 331 985 1083 2387
## 1136 Detroit Pistons 2747 6314 1561 2074 333 968 1014 2492
## 1137 Golden State Warriors 2875 6511 1470 2028 429 1283 1002 2533
## 1138 Houston Rockets 2738 6195 1371 1774 515 1406 847 2647
## 1139 Indiana Pacers 2753 6322 1538 2014 449 1281 965 2452
## 1140 Los Angeles Clippers 2817 6579 1808 2302 329 1024 1149 2416
## 1141 Los Angeles Lakers 3028 6676 1631 2352 365 1115 1001 2535
## 1142 Memphis Grizzlies 2963 6657 1557 2143 447 1314 1047 2381
## 1143 Miami Heat 2729 6417 1459 1915 485 1357 940 2459
## 1144 Milwaukee Bucks 2970 6650 1698 2192 401 1145 960 2502
## 1145 Minnesota Timberwolves 3033 6571 1361 1743 326 897 875 2645
## 1146 New Jersey Nets 2813 6372 1398 1856 377 1123 862 2473
## 1147 New Orleans Hornets 2772 6605 1454 1937 531 1666 1091 2418
## 1148 New York Knicks 2881 6513 1374 1732 406 1115 950 2543
## 1149 Orlando Magic 2904 6768 1474 2000 429 1248 1003 2350
## 1150 Philadelphia 76ers 2682 6260 1512 2009 339 992 941 2408
## 1151 Phoenix Suns 2958 6671 1392 1865 415 1202 924 2406
## 1152 Portland Trail Blazers 2898 6467 1263 1728 381 1102 1040 2376
## 1153 Sacramento Kings 3103 6711 1626 2044 601 1498 888 2492
## 1154 San Antonio Spurs 2842 6434 1409 2069 408 1140 1029 2669
## 1155 Seattle Supersonics 2939 6590 1363 1782 723 1936 907 2318
## 1156 Toronto Raptors 2654 6348 1237 1650 461 1294 830 2419
## 1157 Utah Jazz 2690 6172 1639 2196 252 786 1103 2272
## 1158 Washington Wizards 2758 6556 1579 2211 433 1269 1115 2392
## 1159 Atlanta Hawks 2942 6672 1417 1994 304 973 1100 2335
## 1160 Boston Celtics 3046 6511 1775 2323 437 1252 909 2438
## 1161 Charlotte Bobcats 2961 6859 1487 2096 320 881 1083 2335
## 1162 Chicago Bulls 2849 6592 1536 2048 511 1433 1001 2591
## 1163 Cleveland Cavaliers 2990 6687 1634 2174 300 904 1117 2352
## 1164 Dallas Mavericks 3058 6691 1826 2314 463 1273 990 2530
## 1165 Denver Nuggets 3038 6615 1765 2313 320 940 967 2473
## 1166 Detroit Pistons 2851 6421 1588 2150 363 1053 1054 2507
## 1167 Golden State Warriors 3029 7039 1412 1955 624 1774 1069 2436
## 1168 Houston Rockets 2846 6419 1551 1986 553 1521 874 2601
## 1169 Indiana Pacers 2668 6169 1748 2206 542 1575 868 2418
## 1170 Los Angeles Clippers 2924 6368 1770 2274 231 669 980 2455
## 1171 Los Angeles Lakers 2895 6629 1661 2137 644 1813 1028 2511
## 1172 Memphis Grizzlies 2802 6271 1526 2024 531 1486 887 2307
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## 1189 33 5 11 0 26 56 82 19880
## 1190 33 10 6 0 33 49 82 19880
## 1191 34 5 11 0 26 56 82 19905
## 1192 22 4 12 0 41 41 82 19905
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## 1195 27 10 6 0 44 38 82 19930
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## 1197 33 4 12 0 34 48 82 19830
## 1198 33 1 15 0 34 48 82 19830
## 1199 28 6 10 0 41 41 82 19730
## 1200 25 7 9 0 47 35 82 19805
## 1201 25 9 7 0 45 37 82 19855
## 1202 21 6 10 0 49 33 82 19855
## 1203 17 13 3 0 52 30 82 19755
## 1204 23 6 10 0 40 42 82 19855
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## 1209 28 9 7 0 36 46 82 19905
## 1210 30 10 6 0 38 44 82 19905
## 1211 20 10 6 0 54 28 82 19955
## 1212 42 3 13 0 21 61 82 19730
## 1213 22 10 6 0 44 38 82 19830
## 1214 10 13 3 0 63 19 82 19805
## 1215 32 10 6 0 35 47 82 19830
## 1216 32 6 10 0 27 55 82 19955
## 1217 26 11 5 0 41 41 82 19880
## 1218 23 8 8 0 42 40 82 19830
## 1219 35 5 11 0 30 52 82 19880
## 1220 36 7 9 0 24 58 82 19855
## 1221 28 9 7 0 33 49 82 20005
## 1222 16 12 4 0 49 33 82 19780
## 1223 21 10 6 0 50 32 82 19880
## 1224 12 14 2 0 67 15 82 19755
## 1225 25 9 7 0 45 37 82 19780
## 1226 16 9 7 0 53 29 82 19880
## 1227 24 6 10 0 42 40 82 19755
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## 1229 27 8 8 0 35 47 82 19780
## 1230 29 8 8 0 40 42 82 19730
## 1231 24 10 6 0 42 40 82 20030
## 1232 38 2 14 0 22 60 82 19980
## 1233 25 9 7 0 44 38 82 19855
## 1234 37 1 15 0 28 54 82 19855
## 1235 34 6 10 0 32 50 82 20005
## 1236 21 10 6 0 41 41 82 19880
## 1237 29 6 10 0 39 43 82 19880
## 1238 30 3 13 0 33 49 82 20005
## 1239 26 9 7 0 40 42 82 19780
## 1240 28 9 7 0 35 47 82 19880
## 1241 16 11 5 0 61 21 82 19905
## 1242 33 7 9 0 32 50 82 19955
## 1243 34 5 11 0 33 49 82 19805
## 1244 14 10 6 0 58 24 82 19780
## 1245 34 8 8 0 31 51 82 19830
## 1246 19 11 5 0 47 35 82 19755
## 1247 20 10 6 0 51 31 82 19805
## 1248 25 8 8 0 41 41 82 19830
## 1249 28 9 7 93 37 45 82 19855
## 1250 11 14 2 92 66 16 82 19755
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## 1255 21 10 6 102 50 32 82 19855
## 1256 15 11 5 89 59 23 82 19730
## 1257 24 10 6 101 48 34 82 19780
## 1258 19 8 8 92 55 27 82 19730
## 1259 28 5 11 99 36 46 82 19755
## 1260 39 5 11 94 23 59 82 19805
## 1261 15 12 4 97 57 25 82 19780
## 1262 41 2 14 97 22 60 82 19805
## 1263 44 2 14 92 15 67 82 19830
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## 1265 38 3 13 93 22 60 82 19730
## 1266 26 4 12 93 34 48 82 19830
## 1267 18 10 6 91 56 26 82 19805
## 1268 32 5 11 94 23 59 82 19880
## 1269 14 12 4 95 52 30 82 19780
## 1270 27 7 9 92 40 42 82 19755
## 1271 21 10 6 98 55 27 82 19780
## 1272 26 11 5 90 41 41 82 19905
## 1273 31 3 13 97 38 44 82 19830
## 1274 19 10 6 90 56 26 82 19730
## 1275 40 6 10 98 20 62 82 19830
## 1276 23 10 6 92 41 41 82 19830
## 1277 19 10 6 94 54 28 82 19705
## 1278 23 10 6 92 43 39 82 19905
## 1279 22 11 5 91 47 35 82 19705
## 1280 11 15 1 93 62 20 82 19880
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## 1282 28 9 7 96 41 41 82 19930
## 1283 12 13 3 91 66 16 82 19780
## 1284 23 7 9 94 50 32 82 19805
## 1285 17 12 4 96 54 28 82 19730
## 1286 26 7 9 89 39 43 82 19905
## 1287 34 6 10 101 29 53 82 19880
## 1288 17 9 7 93 53 29 82 19805
## 1289 29 7 9 99 36 46 82 19830
## 1290 42 2 14 95 19 63 82 19880
## 1291 8 14 2 97 65 17 82 19780
## 1292 38 5 11 92 24 58 82 19805
## 1293 24 9 7 93 43 39 82 19955
## 1294 31 4 12 95 34 48 82 19780
## 1295 39 3 13 94 24 58 82 19805
## 1296 29 8 8 92 34 48 82 19830
## 1297 22 9 7 90 49 33 82 19755
## 1298 32 5 11 99 32 50 82 19805
## 1299 37 4 12 96 23 59 82 19805
## 1300 15 14 2 94 59 23 82 19730
## 1301 27 6 10 92 41 41 82 19755
## 1302 22 11 5 98 46 36 82 19755
## 1303 20 11 5 89 54 28 82 19830
## 1304 36 7 9 97 17 65 82 19905
## 1305 16 10 6 91 54 28 82 19905
## 1306 30 6 10 94 33 49 82 19805
## 1307 19 10 6 96 48 34 82 19880
## 1308 42 1 15 93 19 63 82 19705
## arena attendance bbtmID reb f1
## 439 Omni Coliseum 32767 ATL 7410 0.3192199
## 440 Boston Garden 32767 BOS 8070 0.2877348
## 441 Buffalo Memorial Auditorium 32767 BUF 7825 0.2952056
## 442 Chicago Stadium 32767 CHI 7611 0.3281687
## 443 Coliseum at Richfield 32767 CLE 7788 0.3096531
## 444 McNichols Sports Arena 32767 DEN 7738 0.3318732
## 445 Cobo Arena 32767 DET 7618 0.2902185
## 446 Oakland-Alameda County Coliseum Arena 32767 GSW 7835 0.3164557
## 447 The Summit 32767 HOU 7239 0.3308707
## 448 Market Square Arena 32767 IND 8141 0.3263085
## 449 Kemper Arena 32767 KCK 7651 0.2929051
## 450 The Forum 32767 LAL 7778 0.2946920
## 451 MECCA Arena 32767 MIL 7617 0.2924257
## 452 Louisiana Superdome 32767 NOJ 8176 0.3003126
## 453 Madison Square Garden (IV) 32767 NYK 7533 0.2516146
## 454 Nassau Veterans Memorial Coliseum 32767 NYN 7790 0.2804169
## 455 The Spectrum 32767 PHI 7909 0.3392810
## 456 Arizona Veterans Memorial Coliseum 32767 PHO 7326 0.2755660
## 457 Memorial Coliseum 32767 POR 7670 0.3219213
## 458 HemisFair Arena 32767 SAN 7676 0.2812975
## 459 Seattle Center Coliseum 32767 SEA 7696 0.3226190
## 460 Capital Centre 32767 WAS 7675 0.2988651
## 461 Omni Coliseum 32767 ATL 7285 0.2960694
## 462 Boston Garden 0 BOS 7802 0.2982371
## 463 Buffalo Memorial Auditorium 32767 BUF 7386 0.2769821
## 464 Chicago Stadium 32767 CHI 7257 0.3362975
## 465 Coliseum at Richfield 32767 CLE 7856 0.2818808
## 466 McNichols Sports Arena 32767 DEN 7726 0.3023375
## 467 Cobo Arena 32767 DET 7568 0.3174070
## 468 Oakland-Alameda County Coliseum Arena 32767 GSW 7791 0.2899510
## 469 The Summit 32767 HOU 7442 0.3121401
## 470 Market Square Arena 32767 IND 8153 0.3236049
## 471 Kemper Arena 32767 KCK 7756 0.2924939
## 472 The Forum 32767 LAL 7747 0.2884713
## 473 MECCA Arena 32767 MIL 7570 0.3035277
## 474 Rutgers Athletic Center 32767 NJN 8209 0.2930222
## 475 Louisiana Superdome 32767 NOJ 8236 0.3154977
## 476 Madison Square Garden (IV) 32767 NYK 7746 0.2944847
## 477 The Spectrum 32767 PHI 7829 0.3380172
## 478 Arizona Veterans Memorial Coliseum 32767 PHO 7690 0.2840438
## 479 Memorial Coliseum 32767 POR 7583 0.3114668
## 480 HemisFair Arena 32767 SAN 7545 0.2710526
## 481 Seattle Center Coliseum 32767 SEA 7778 0.3409836
## 482 Capital Centre 32767 WAS 8013 0.3218034
## 483 Omni Coliseum 32767 ATL 7338 0.3536492
## 484 Boston Garden 32767 BOS 7090 0.2929319
## 485 Chicago Stadium 32767 CHI 7240 0.3371901
## 486 Coliseum at Richfield 32767 CLE 7195 0.3037568
## 487 McNichols Sports Arena 32767 DEN 7550 0.3444913
## 488 Pontiac Silverdome 32767 DET 7612 0.3182706
## 489 Oakland-Alameda County Coliseum Arena 32767 GSW 7362 0.3055410
## 490 The Summit 32767 HOU 7261 0.3329799
## 491 Market Square Arena 32767 IND 7659 0.3101266
## 492 Kemper Arena 32767 KCK 7298 0.3069588
## 493 The Forum 32767 LAL 7280 0.2658263
## 494 MECCA Arena 32767 MIL 7193 0.2991983
## 495 Rutgers Athletic Center 32767 NJN 7512 0.3057403
## 496 Louisiana Superdome 32767 NOJ 8060 0.3089634
## 497 Madison Square Garden (IV) 32767 NYK 7344 0.3094379
## 498 The Spectrum 32767 PHI 7619 0.3060735
## 499 Arizona Veterans Memorial Coliseum 32767 PHO 7124 0.2951758
## 500 Memorial Coliseum 32767 POR 7121 0.3307875
## 501 HemisFair Arena 32767 SAN 7543 0.2859379
## 502 San Diego Sports Arena 32767 SDC 7421 0.3493099
## 503 King County Domed Stadium 32767 SEA 7510 0.3291457
## 504 Capital Centre 32767 WAS 7796 0.3228910
## 505 Omni Coliseum 32767 ATL 7375 0.3635157
## 506 Boston Garden 32767 BOS 7146 0.3254642
## 507 Chicago Stadium 32767 CHI 7084 0.3113655
## 508 Coliseum at Richfield 32767 CLE 7556 0.3089835
## 509 McNichols Sports Arena 32767 DEN 7619 0.3270958
## 510 Pontiac Silverdome 32767 DET 7532 0.3101442
## 511 Oakland-Alameda County Coliseum Arena 32767 GSW 7212 0.3046690
## 512 The Summit 32767 HOU 7218 0.3577111
## 513 Market Square Arena 32767 IND 7670 0.3451852
## 514 Kemper Arena 32767 KCK 7400 0.3038137
## 515 The Forum 32767 LAL 7292 0.3126801
## 516 MECCA Arena 32767 MIL 7294 0.3218718
## 517 Rutgers Athletic Center 32767 NJN 7645 0.3036067
## 518 Madison Square Garden (IV) 32767 NYK 7264 0.3193798
## 519 The Spectrum 32767 PHI 7492 0.3267272
## 520 Arizona Veterans Memorial Coliseum 32767 PHO 7192 0.2922237
## 521 Memorial Coliseum 32767 POR 7199 0.3445065
## 522 HemisFair Arena 32767 SAN 7388 0.2970118
## 523 San Diego Sports Arena 32767 SDC 7311 0.3259446
## 524 King County Domed Stadium 32767 SEA 7542 0.3440539
## 525 Salt Palace 32767 UTA 6773 0.2815138
## 526 Capital Centre 32767 WAS 7926 0.3159640
## 527 Omni Coliseum 32767 ATL 6950 0.3359441
## 528 Boston Garden 32767 BOS 6945 0.3283115
## 529 Chicago Stadium 32767 CHI 6943 0.3560650
## 530 Coliseum at Richfield 32767 CLE 7158 0.3103874
## 531 Reunion Arena 32767 DAL 6957 0.2977981
## 532 McNichols Sports Arena 32767 DEN 7822 0.3172893
## 533 Pontiac Silverdome 32767 DET 6798 0.3202667
## 534 Oakland-Alameda County Coliseum Arena 32767 GSW 7116 0.3767454
## 535 The Summit 32767 HOU 7107 0.3232323
## 536 Market Square Arena 32767 IND 7245 0.3529568
## 537 Kemper Arena 32767 KCK 7135 0.2897457
## 538 The Forum 32767 LAL 7308 0.3234314
## 539 MECCA Arena 32767 MIL 7143 0.3362667
## 540 Rutgers Athletic Center 32767 NJN 7024 0.2845973
## 541 Madison Square Garden (IV) 32767 NYK 6946 0.3032000
## 542 The Spectrum 32767 PHI 7282 0.3174280
## 543 Arizona Veterans Memorial Coliseum 32767 PHO 7168 0.3300348
## 544 Memorial Coliseum 32767 POR 7299 0.3276226
## 545 HemisFair Arena 32767 SAN 7277 0.3519568
## 546 San Diego Sports Arena 32767 SDC 6781 0.3071466
## 547 King County Domed Stadium 32767 SEA 7205 0.3069437
## 548 Salt Palace 32767 UTA 6881 0.2754080
## 549 Capital Centre 32767 WAS 7530 0.2910786
## 550 Omni Coliseum 32767 ATL 7026 0.3182838
## 551 Boston Garden 32767 BOS 7182 0.3407669
## 552 Chicago Stadium 32767 CHI 7009 0.3349211
## 553 Coliseum at Richfield 32767 CLE 7014 0.3028760
## 554 Reunion Arena 32767 DAL 6910 0.3163798
## 555 McNichols Sports Arena 32767 DEN 7409 0.3125680
## 556 Pontiac Silverdome 32767 DET 7236 0.3389034
## 557 Oakland-Alameda County Coliseum Arena 32767 GSW 7253 0.3462058
## 558 The Summit 32767 HOU 7161 0.3632833
## 559 Market Square Arena 32767 IND 7315 0.2977557
## 560 Kemper Arena 32767 KCK 7085 0.2951087
## 561 The Forum 32767 LAL 7293 0.3431533
## 562 MECCA Arena 32767 MIL 6909 0.3362143
## 563 Brendan Byrne Arena 32767 NJN 7002 0.3204509
## 564 Madison Square Garden (IV) 32767 NYK 6932 0.3195622
## 565 The Spectrum 32767 PHI 7053 0.3070280
## 566 Arizona Veterans Memorial Coliseum 32767 PHO 7164 0.3091960
## 567 Memorial Coliseum 32767 POR 7085 0.3209668
## 568 HemisFair Arena 32767 SAN 7375 0.3200511
## 569 San Diego Sports Arena 32767 SDC 6636 0.3186813
## 570 King County Domed Stadium 32767 SEA 7308 0.3002995
## 571 Salt Palace 32767 UTA 7361 0.3044863
## 572 Capital Centre 32767 WAS 7256 0.2778662
## 573 Omni Coliseum 32767 ATL 7446 0.3002109
## 574 Boston Garden 32767 BOS 7384 0.3318561
## 575 Chicago Stadium 32767 CHI 7447 0.3302920
## 576 Coliseum at Richfield 32767 CLE 6943 0.3133850
## 577 Reunion Arena 32767 DAL 7327 0.3343653
## 578 McNichols Sports Arena 32767 DEN 7804 0.2999012
## 579 Pontiac Silverdome 32767 DET 7649 0.3297311
## 580 Oakland-Alameda County Coliseum Arena 32767 GSW 7309 0.3300696
## 581 The Summit 32767 HOU 7374 0.2935735
## 582 Market Square Arena 32767 IND 7363 0.3234562
## 583 Kemper Arena 32767 KCK 7316 0.3335104
## 584 The Forum 32767 LAL 7128 0.3480834
## 585 MECCA Arena 32767 MIL 7218 0.3002468
## 586 Brendan Byrne Arena 32767 NJN 6971 0.3487603
## 587 Madison Square Garden (IV) 32767 NYK 6753 0.3067310
## 588 The Spectrum 32767 PHI 7518 0.3693245
## 589 Arizona Veterans Memorial Coliseum 32767 PHO 7148 0.3036359
## 590 Memorial Coliseum 32767 POR 7050 0.3219645
## 591 HemisFair Arena 32767 SAN 7254 0.3381828
## 592 San Diego Sports Arena 32767 SDC 6962 0.3477176
## 593 King County Domed Stadium 32767 SEA 7432 0.3130435
## 594 Salt Palace 32767 UTA 7753 0.2863505
## 595 Capital Centre 32767 WAS 7157 0.2928324
## 596 Omni Coliseum 32767 ATL 6945 0.3107013
## 597 Boston Garden 32767 BOS 7025 0.3202542
## 598 Chicago Stadium 32767 CHI 6954 0.3111535
## 599 Coliseum at Richfield 32767 CLE 6989 0.3134367
## 600 Reunion Arena 32767 DAL 6881 0.3013547
## 601 McNichols Sports Arena 32767 DEN 7542 0.2798913
## 602 Pontiac Silverdome 32767 DET 7481 0.3470331
## 603 Oakland-Alameda County Coliseum Arena 32767 GSW 7285 0.3462017
## 604 The Summit 32767 HOU 7338 0.3154574
## 605 Market Square Arena 32767 IND 7158 0.2720608
## 606 Kemper Arena 32767 KCK 6930 0.3080237
## 607 The Forum 32767 LAL 7001 0.3224382
## 608 MECCA Arena 32767 MIL 7007 0.3208027
## 609 Brendan Byrne Arena 32767 NJN 6938 0.3350714
## 610 Madison Square Garden (IV) 32767 NYK 6534 0.3152709
## 611 The Spectrum 32767 PHI 7035 0.3424181
## 612 Arizona Veterans Memorial Coliseum 32767 PHO 6762 0.3008750
## 613 Memorial Coliseum 32767 POR 6689 0.3517009
## 614 HemisFair Arena 32767 SAN 7506 0.3226653
## 615 San Diego Sports Arena 32767 SDC 6964 0.3541046
## 616 King County Domed Stadium 32767 SEA 6967 0.2936793
## 617 Salt Palace 32767 UTA 7537 0.3014301
## 618 Capital Centre 32767 WAS 6832 0.2882402
## 619 Omni Coliseum 32767 ATL 7249 0.3159184
## 620 Boston Garden 32767 BOS 7138 0.3096559
## 621 Chicago Stadium 32767 CHI 6837 0.3107639
## 622 Coliseum at Richfield 32767 CLE 7309 0.3089368
## 623 Reunion Arena 32767 DAL 6972 0.2943548
## 624 McNichols Sports Arena 32767 DEN 7443 0.3246341
## 625 Pontiac Silverdome 32767 DET 7609 0.3373407
## 626 Oakland-Alameda County Coliseum Arena 32767 GSW 7088 0.3270890
## 627 The Summit 32767 HOU 7101 0.3588841
## 628 Market Square Arena 32767 IND 7502 0.3123859
## 629 Kemper Arena 32767 KCK 6927 0.3231792
## 630 Los Angeles Memorial Sports Arena 32767 LAC 7127 0.3237751
## 631 The Forum 32767 LAL 6939 0.3219261
## 632 MECCA Arena 32767 MIL 7138 0.3401950
## 633 Brendan Byrne Arena 32767 NJN 7047 0.3245591
## 634 Madison Square Garden (IV) 32767 NYK 6838 0.3044190
## 635 The Spectrum 32767 PHI 7021 0.3665821
## 636 Arizona Veterans Memorial Coliseum 32767 PHO 6992 0.2821006
## 637 Memorial Coliseum 32767 POR 7104 0.3278778
## 638 HemisFair Arena 32767 SAN 6998 0.3216324
## 639 King County Domed Stadium 32767 SEA 6798 0.2804844
## 640 Salt Palace 32767 UTA 7640 0.2826883
## 641 Capital Centre 32767 WAS 7199 0.2629254
## 642 Omni Coliseum 32767 ATL 7185 0.3486879
## 643 Boston Garden 32767 BOS 7213 0.2932666
## 644 Chicago Stadium 32767 CHI 7024 0.3412423
## 645 Coliseum at Richfield 32767 CLE 7166 0.2887530
## 646 Reunion Arena 32767 DAL 7201 0.2922992
## 647 McNichols Sports Arena 32767 DEN 7567 0.2937785
## 648 Pontiac Silverdome 32767 DET 7455 0.3193193
## 649 Oakland-Alameda County Coliseum Arena 32767 GSW 7304 0.3244830
## 650 The Summit 32767 HOU 7329 0.3364008
## 651 Market Square Arena 32767 IND 7280 0.3068212
## 652 Los Angeles Memorial Sports Arena 32767 LAC 7143 0.3068573
## 653 The Forum 32767 LAL 6986 0.3137646
## 654 MECCA Arena 32767 MIL 7103 0.3205716
## 655 Brendan Byrne Arena 32767 NJN 7071 0.3152145
## 656 Madison Square Garden (IV) 32767 NYK 7004 0.2848485
## 657 The Spectrum 32767 PHI 7121 0.3659950
## 658 Arizona Veterans Memorial Coliseum 32767 PHO 6885 0.2975540
## 659 Memorial Coliseum 32767 POR 7010 0.3140834
## 660 ARCO Arena (I) 32767 SAC 6993 0.3082564
## 661 HemisFair Arena 32767 SAN 6943 0.3047320
## 662 Seattle Center Coliseum 32767 SEA 6736 0.3074651
## 663 Salt Palace 32767 UTA 7265 0.2942149
## 664 Capital Centre 32767 WAS 7338 0.2778212
## 665 Omni Coliseum 32767 ATL 7301 0.3642742
## 666 Boston Garden 32767 BOS 7042 0.2739284
## 667 Chicago Stadium 32767 CHI 6992 0.3307713
## 668 Coliseum at Richfield 32767 CLE 7327 0.3331566
## 669 Reunion Arena 32767 DAL 7353 0.3225721
## 670 McNichols Sports Arena 32767 DEN 7548 0.3075826
## 671 Pontiac Silverdome 32767 DET 7376 0.3371243
## 672 Oakland-Alameda County Coliseum Arena 32767 GSW 7274 0.3089873
## 673 The Summit 32767 HOU 7202 0.3134053
## 674 Market Square Arena 32767 IND 7297 0.2925065
## 675 Los Angeles Memorial Sports Arena 32767 LAC 7198 0.3061428
## 676 The Forum 32767 LAL 7096 0.3215407
## 677 MECCA Arena 32767 MIL 7109 0.2925490
## 678 Brendan Byrne Arena 32767 NJN 7059 0.3151793
## 679 Madison Square Garden (IV) 32767 NYK 7049 0.2999459
## 680 The Spectrum 32767 PHI 6921 0.3407579
## 681 Arizona Veterans Memorial Coliseum 32767 PHO 7069 0.3078838
## 682 Memorial Coliseum 32767 POR 7080 0.3278689
## 683 ARCO Arena (I) 32767 SAC 7238 0.3294783
## 684 HemisFair Arena 32767 SAN 7193 0.3274720
## 685 Seattle Center Coliseum 32767 SEA 7282 0.3558839
## 686 Salt Palace 32767 UTA 7597 0.2963515
## 687 Capital Centre 32767 WAS 7437 0.3229399
## 688 Omni Coliseum 32767 ATL 7116 0.3356108
## 689 Boston Garden 32767 BOS 6686 0.2813067
## 690 Chicago Stadium 32767 CHI 6920 0.3267244
## 691 Coliseum at Richfield 32767 CLE 6718 0.2948867
## 692 Reunion Arena 32767 DAL 7269 0.3549497
## 693 McNichols Sports Arena 32767 DEN 7532 0.2774994
## 694 Pontiac Silverdome 32767 DET 7083 0.3320214
## 695 Oakland-Alameda County Coliseum Arena 32767 GSW 7110 0.2892667
## 696 The Summit 32767 HOU 7536 0.3185909
## 697 Market Square Arena 32767 IND 7195 0.2899408
## 698 Los Angeles Memorial Sports Arena 32767 LAC 7448 0.2974525
## 699 The Forum 32767 LAL 6988 0.3063963
## 700 MECCA Arena 32767 MIL 7024 0.3008349
## 701 Brendan Byrne Arena 32767 NJN 6832 0.2946013
## 702 Madison Square Garden (IV) 32767 NYK 6919 0.3323856
## 703 The Spectrum 32767 PHI 6860 0.3413610
## 704 Arizona Veterans Memorial Coliseum 32767 PHO 7012 0.2967209
## 705 Memorial Coliseum 32767 POR 7295 0.3292972
## 706 ARCO Arena (I) 32767 SAC 7270 0.3176076
## 707 HemisFair Arena 32767 SAN 7324 0.3072930
## 708 Seattle Center Coliseum 32767 SEA 7061 0.3367530
## 709 Salt Palace 32767 UTA 7340 0.2954545
## 710 Capital Centre 32767 WAS 7118 0.3226569
## 711 Omni Coliseum 32767 ATL 7274 0.3593504
## 712 Boston Garden 32767 BOS 6891 0.3254209
## 713 Charlotte Coliseum 32767 CHA 7150 0.2842158
## 714 Chicago Stadium 32767 CHI 6849 0.2892045
## 715 Coliseum at Richfield 32767 CLE 7005 0.3004654
## 716 Reunion Arena 32767 DAL 7176 0.2853253
## 717 McNichols Sports Arena 32767 DEN 7719 0.2787150
## 718 The Palace of Auburn Hills 32767 DET 7019 0.3312285
## 719 Oakland-Alameda County Coliseum Arena 32767 GSW 7960 0.3115140
## 720 The Summit 32767 HOU 7338 0.3200317
## 721 Market Square Arena 32767 IND 7162 0.2991573
## 722 Los Angeles Memorial Sports Arena 32767 LAC 7432 0.2962583
## 723 Great Western Forum 32767 LAL 7106 0.3073897
## 724 Miami Arena 32767 MIA 7074 0.3360719
## 725 Bradley Center 32767 MIL 6834 0.3006900
## 726 Brendan Byrne Arena 32767 NJN 7129 0.3092731
## 727 Madison Square Garden (IV) 32767 NYK 7126 0.3381074
## 728 The Spectrum 32767 PHI 7060 0.3088354
## 729 Arizona Veterans Memorial Coliseum 32767 PHO 7424 0.2888420
## 730 Memorial Coliseum 32767 POR 7307 0.3375610
## 731 ARCO Arena (II) 32767 SAC 7370 0.2860366
## 732 HemisFair Arena 32767 SAN 7194 0.3286802
## 733 Seattle Center Coliseum 32767 SEA 7075 0.3569239
## 734 Salt Palace 32767 UTA 7110 0.3076472
## 735 Capital Centre 32767 WAS 7278 0.3079568
## 736 Omni Coliseum 32767 ATL 6847 0.3534148
## 737 Boston Garden 32767 BOS 7137 0.2973501
## 738 Charlotte Coliseum 32767 CHA 6959 0.2458472
## 739 Chicago Stadium 32767 CHI 6718 0.3020511
## 740 Coliseum at Richfield 32767 CLE 7093 0.2997608
## 741 Reunion Arena 32767 DAL 7001 0.2906555
## 742 McNichols Sports Arena 32767 DEN 7568 0.2719237
## 743 The Palace of Auburn Hills 32767 DET 6964 0.3249246
## 744 Oakland-Alameda County Coliseum Arena 32767 GSW 7389 0.2460339
## 745 The Summit 32767 HOU 7490 0.3230688
## 746 Market Square Arena 32767 IND 6798 0.2743724
## 747 Los Angeles Memorial Sports Arena 32767 LAC 6934 0.2988115
## 748 Great Western Forum 32767 LAL 6931 0.3067673
## 749 Miami Arena 32767 MIA 7147 0.3134780
## 750 Bradley Center 32767 MIL 6917 0.2942114
## 751 Hubert H. Humphrey Metrodome 32767 MIN 6621 0.3139932
## 752 Brendan Byrne Arena 32767 NJN 7421 0.3201033
## 753 Madison Square Garden (IV) 32767 NYK 7147 0.3247606
## 754 Orlando Arena 32767 ORL 7511 0.3205506
## 755 The Spectrum 32767 PHI 6986 0.3093846
## 756 Arizona Veterans Memorial Coliseum 32767 PHO 7241 0.2929068
## 757 Memorial Coliseum 32767 POR 7319 0.3408805
## 758 ARCO Arena (II) 32767 SAC 6992 0.2537990
## 759 HemisFair Arena 32767 SAN 7003 0.3222499
## 760 Seattle Center Coliseum 32767 SEA 6789 0.3502780
## 761 Salt Palace 32767 UTA 6764 0.2920625
## 762 Capital Centre 32767 WAS 7349 0.3007783
## 763 Omni Coliseum 32767 ATL 7234 0.3187919
## 764 Boston Garden 32767 BOS 7181 0.3091787
## 765 Charlotte Coliseum 32767 CHA 6892 0.2740859
## 766 Chicago Stadium 32767 CHI 6714 0.3286573
## 767 Coliseum at Richfield 32767 CLE 6835 0.2809894
## 768 Reunion Arena 32767 DAL 6949 0.2699588
## 769 McNichols Sports Arena 32767 DEN 8359 0.3060197
## 770 The Palace of Auburn Hills 32767 DET 6934 0.3276284
## 771 Oakland-Alameda County Coliseum Arena 32767 GSW 7191 0.2944444
## 772 The Summit 32767 HOU 7456 0.3282698
## 773 Market Square Arena 32767 IND 6909 0.2872460
## 774 Los Angeles Memorial Sports Arena 32767 LAC 7355 0.3175331
## 775 Great Western Forum 32767 LAL 6836 0.3021300
## 776 Miami Arena 32767 MIA 7074 0.3192537
## 777 Bradley Center 32767 MIL 6664 0.2988092
## 778 Target Center 32767 MIN 6861 0.3178758
## 779 Brendan Byrne Arena 32767 NJN 7562 0.3375121
## 780 Madison Square Garden (IV) 32767 NYK 6944 0.2996585
## 781 Orlando Arena 32767 ORL 7257 0.3115210
## 782 The Spectrum 32767 PHI 7155 0.2706271
## 783 Arizona Veterans Memorial Coliseum 32767 PHO 7223 0.3121897
## 784 Memorial Coliseum 32767 POR 7196 0.3169831
## 785 ARCO Arena (II) 32767 SAC 6952 0.2751876
## 786 HemisFair Arena 32767 SAN 7180 0.3160101
## 787 Seattle Center Coliseum 32767 SEA 6651 0.3378490
## 788 Salt Palace 32767 UTA 6720 0.2609088
## 789 Capital Centre 32767 WAS 7268 0.3024755
## 790 Omni Coliseum 32767 ATL 7491 0.3232932
## 791 Boston Garden 32767 BOS 7189 0.2997536
## 792 Charlotte Coliseum 32767 CHA 7365 0.2943110
## 793 Chicago Stadium 32767 CHI 6864 0.3327660
## 794 Coliseum at Richfield 32767 CLE 7103 0.2893274
## 795 Reunion Arena 32767 DAL 7421 0.2996988
## 796 McNichols Sports Arena 32767 DEN 7341 0.3278290
## 797 The Palace of Auburn Hills 32767 DET 7001 0.3291621
## 798 Oakland-Alameda County Coliseum Arena 32767 GSW 7273 0.3106557
## 799 The Summit 32767 HOU 7144 0.2966031
## 800 Market Square Arena 32767 IND 7213 0.3024295
## 801 Los Angeles Memorial Sports Arena 32767 LAC 7121 0.3035666
## 802 Great Western Forum 32767 LAL 6970 0.3046916
## 803 Miami Arena 32767 MIA 7102 0.3119580
## 804 Bradley Center 32767 MIL 6958 0.3329910
## 805 Target Center 32767 MIN 7180 0.2935111
## 806 Brendan Byrne Arena 32767 NJN 7474 0.3681519
## 807 Madison Square Garden (IV) 32767 NYK 6929 0.3259972
## 808 Orlando Arena 32767 ORL 7052 0.3016486
## 809 The Spectrum 32767 PHI 6903 0.2960269
## 810 Arizona Veterans Memorial Coliseum 32767 PHO 7209 0.2967812
## 811 Memorial Coliseum 32767 POR 7276 0.3338493
## 812 ARCO Arena (II) 32767 SAC 7358 0.2744077
## 813 HemisFair Arena 32767 SAN 7246 0.3309992
## 814 Seattle Center Coliseum 32767 SEA 6889 0.3420491
## 815 Delta Center 32767 UTA 7041 0.3145971
## 816 Capital Centre 32767 WAS 7247 0.2715265
## 817 Omni Coliseum 32767 ATL 7127 0.3324742
## 818 Boston Garden 32767 BOS 6984 0.2956044
## 819 Charlotte Coliseum 32767 CHA 7356 0.2961060
## 820 Chicago Stadium 32767 CHI 6877 0.3458445
## 821 Coliseum at Richfield 32767 CLE 6919 0.2683420
## 822 Reunion Arena 32767 DAL 7302 0.3004626
## 823 McNichols Sports Arena 32767 DEN 7494 0.3221374
## 824 The Palace of Auburn Hills 32767 DET 7149 0.3278398
## 825 Oakland-Alameda County Coliseum Arena 32767 GSW 7122 0.3261102
## 826 The Summit 32767 HOU 6979 0.2843533
## 827 Market Square Arena 32767 IND 7209 0.3341550
## 828 Los Angeles Memorial Sports Arena 32767 LAC 7159 0.3125495
## 829 Great Western Forum 32767 LAL 6960 0.2993216
## 830 Miami Arena 32767 MIA 6974 0.3045931
## 831 Bradley Center 32767 MIL 6830 0.2871991
## 832 Target Center 32767 MIN 6597 0.2696500
## 833 Brendan Byrne Arena 32767 NJN 7244 0.3386674
## 834 Madison Square Garden (IV) 32767 NYK 7166 0.3117376
## 835 Orlando Arena 32767 ORL 7043 0.3013619
## 836 The Spectrum 32767 PHI 7354 0.2677922
## 837 America West Arena 32767 PHO 7085 0.3170325
## 838 Memorial Coliseum 32767 POR 7282 0.3078855
## 839 ARCO Arena (II) 32767 SAC 7118 0.2912398
## 840 HemisFair Arena 32767 SAN 6931 0.2662996
## 841 Seattle Center Coliseum 32767 SEA 6771 0.3332424
## 842 Delta Center 32767 UTA 6938 0.2981100
## 843 Capital Centre 32767 WAS 7038 0.2739835
## 844 Omni Coliseum 32767 ATL 7188 0.3296414
## 845 Boston Garden 32767 BOS 7056 0.2784640
## 846 Charlotte Coliseum 32767 CHA 7178 0.2740721
## 847 Chicago Stadium 32767 CHI 6759 0.3201681
## 848 Coliseum at Richfield 32767 CLE 6837 0.3029461
## 849 Reunion Arena 32767 DAL 7025 0.3165629
## 850 McNichols Sports Arena 32767 DEN 7111 0.3048276
## 851 The Palace of Auburn Hills 32767 DET 7128 0.2668919
## 852 Oakland-Alameda County Coliseum Arena 32767 GSW 7311 0.3256262
## 853 The Summit 32767 HOU 7117 0.2618778
## 854 Market Square Arena 32767 IND 6824 0.3374142
## 855 Los Angeles Memorial Sports Arena 32767 LAC 7446 0.2931937
## 856 Great Western Forum 32767 LAL 7281 0.3130435
## 857 Miami Arena 32767 MIA 6982 0.3338740
## 858 Bradley Center 32767 MIL 6861 0.2992293
## 859 Target Center 32767 MIN 6731 0.2788732
## 860 Brendan Byrne Arena 32767 NJN 7526 0.3294475
## 861 Madison Square Garden (IV) 32767 NYK 6978 0.3230685
## 862 Orlando Arena 32767 ORL 7035 0.3322981
## 863 The Spectrum 32767 PHI 7215 0.2723358
## 864 America West Arena 32767 PHO 7006 0.3341550
## 865 Memorial Coliseum 32767 POR 7259 0.3210059
## 866 ARCO Arena (II) 32767 SAC 7234 0.2915800
## 867 Alamodome 32767 SAN 7028 0.3387464
## 868 Seattle Center Coliseum 32767 SEA 6656 0.3222004
## 869 Delta Center 32767 UTA 6871 0.3006814
## 870 US Airways Arena 32767 WAS 6741 0.2949601
## 871 Omni Coliseum 32767 ATL 6818 0.2988630
## 872 Boston Garden 32767 BOS 6875 0.3151581
## 873 Charlotte Coliseum 32767 CHA 6694 0.2456451
## 874 United Center 32767 CHI 6720 0.3142938
## 875 Gund Arena 32767 CLE 6379 0.2986568
## 876 Reunion Arena 32767 DAL 7379 0.3679222
## 877 McNichols Sports Arena 32767 DEN 6670 0.3092477
## 878 The Palace of Auburn Hills 32767 DET 6741 0.2681220
## 879 Oakland-Alameda County Coliseum Arena 32767 GSW 7195 0.3011488
## 880 The Summit 32767 HOU 6871 0.2573099
## 881 Market Square Arena 32767 IND 6545 0.3218989
## 882 Los Angeles Memorial Sports Arena 32767 LAC 6759 0.2779519
## 883 Great Western Forum 32767 LAL 7199 0.2960042
## 884 Miami Arena 32767 MIA 6755 0.3038397
## 885 Bradley Center 32767 MIL 6601 0.2982604
## 886 Target Center 32767 MIN 6447 0.2576598
## 887 Brendan Byrne Arena 32767 NJN 7273 0.3192946
## 888 Madison Square Garden (IV) 32767 NYK 6740 0.2725139
## 889 Orlando Arena 32767 ORL 6968 0.3341088
## 890 CoreStates Spectrum 32767 PHI 6795 0.3045755
## 891 America West Arena 32767 PHO 6899 0.2844088
## 892 Memorial Coliseum 32767 POR 6973 0.3451621
## 893 ARCO Arena (II) 32767 SAC 6811 0.3121001
## 894 Alamodome 32767 SAN 7010 0.2981744
## 895 Tacoma Dome 32767 SEA 6676 0.3112795
## 896 Delta Center 32767 UTA 6328 0.2822997
## 897 US Airways Arena 32767 WAS 6891 0.2804190
## 898 Omni Coliseum 32767 ATL 6676 0.3211957
## 899 FleetCenter 32767 BOS 7107 0.2778513
## 900 Charlotte Coliseum 32767 CHA 6554 0.2811966
## 901 United Center 32767 CHI 6775 0.3464851
## 902 Gund Arena 32767 CLE 5963 0.2678406
## 903 Reunion Arena 32767 DAL 7600 0.3269097
## 904 McNichols Sports Arena 32767 DEN 6863 0.2891138
## 905 The Palace of Auburn Hills 32767 DET 6556 0.2669082
## 906 Oakland-Alameda County Coliseum Arena 32767 GSW 6864 0.3218990
## 907 The Summit 32767 HOU 6999 0.2581461
## 908 Market Square Arena 32767 IND 6327 0.3130812
## 909 Los Angeles Memorial Sports Arena 32767 LAC 6565 0.2803551
## 910 Great Western Forum 32767 LAL 6760 0.2851003
## 911 Miami Arena 32767 MIA 6791 0.2899013
## 912 Bradley Center 32767 MIL 6440 0.2815394
## 913 Target Center 32767 MIN 6609 0.2808668
## 914 Brendan Byrne Arena 32767 NJN 7236 0.3489274
## 915 Madison Square Garden (IV) 32767 NYK 6698 0.2453389
## 916 Orlando Arena 32767 ORL 6819 0.2810591
## 917 CoreStates Spectrum 32767 PHI 6834 0.2846494
## 918 America West Arena 32767 PHO 6895 0.2871372
## 919 Rose Garden Arena 32767 POR 6985 0.3200883
## 920 ARCO Arena (II) 32767 SAC 6827 0.3162078
## 921 Alamodome 32767 SAN 7105 0.2712797
## 922 KeyArena at Seattle Center 32767 SEA 6732 0.2867448
## 923 SkyDome 32767 TOR 6656 0.3047809
## 924 Delta Center 32767 UTA 6451 0.3020073
## 925 General Motors Place 32767 VAN 6779 0.2578820
## 926 US Airways Arena 32767 WAS 6732 0.2722482
## 927 Omni Coliseum 32767 ATL 6641 0.2921316
## 928 FleetCenter 32767 BOS 6916 0.2806973
## 929 Charlotte Coliseum 32767 CHA 6541 0.2713178
## 930 United Center 32767 CHI 6989 0.3387274
## 931 Gund Arena 32767 CLE 6099 0.2781518
## 932 Reunion Arena 32767 DAL 6828 0.2857928
## 933 McNichols Sports Arena 32767 DEN 6991 0.2648548
## 934 The Palace of Auburn Hills 32767 DET 6378 0.2625459
## 935 San Jose Arena 32767 GSW 6706 0.3042017
## 936 The Summit 32767 HOU 6853 0.2689295
## 937 Market Square Arena 32767 IND 6684 0.3023803
## 938 Los Angeles Memorial Sports Arena 32767 LAC 6835 0.2945778
## 939 Great Western Forum 32767 LAL 6984 0.3013245
## 940 Miami Arena 32767 MIA 6679 0.2803985
## 941 Bradley Center 32767 MIL 6450 0.2862710
## 942 Target Center 32767 MIN 6692 0.2735067
## 943 Continental Airlines Arena 32767 NJN 7315 0.3441543
## 944 Madison Square Garden (IV) 32767 NYK 6620 0.2908819
## 945 Orlando Arena 32767 ORL 6770 0.2927829
## 946 CoreStates Center 32767 PHI 7261 0.3293475
## 947 America West Arena 32767 PHO 6801 0.2571589
## 948 Rose Garden Arena 32767 POR 6701 0.3053391
## 949 ARCO Arena (II) 32767 SAC 6811 0.3046248
## 950 Alamodome 32767 SAN 6580 0.3089226
## 951 KeyArena at Seattle Center 32767 SEA 6552 0.2953216
## 952 SkyDome 32767 TOR 6774 0.3038822
## 953 Delta Center 32767 UTA 6357 0.2880752
## 954 General Motors Place 32767 VAN 6810 0.2815080
## 955 Capital Centre 32767 WAS 6788 0.2910663
## 956 Georgia Dome 32767 ATL 6756 0.3189033
## 957 FleetCenter 32767 BOS 6701 0.3049465
## 958 Charlotte Coliseum 32767 CHA 6550 0.2917654
## 959 United Center 32767 CHI 6936 0.3326197
## 960 Gund Arena 32767 CLE 6463 0.2817109
## 961 Reunion Arena 32767 DAL 7155 0.2600723
## 962 McNichols Sports Arena 32767 DEN 6693 0.2784471
## 963 The Palace of Auburn Hills 32767 DET 6707 0.2973512
## 964 The Arena in Oakland 32767 GSW 7430 0.3188908
## 965 The Summit 32767 HOU 6704 0.2767031
## 966 Market Square Arena 32767 IND 6590 0.2646881
## 967 Los Angeles Memorial Sports Arena 32767 LAC 6954 0.2765957
## 968 Great Western Forum 32767 LAL 7012 0.3182891
## 969 Miami Arena 32767 MIA 6737 0.2956572
## 970 Bradley Center 32767 MIL 6532 0.2973284
## 971 Target Center 32767 MIN 7019 0.2883103
## 972 Continental Airlines Arena 32767 NJN 6876 0.3470178
## 973 Madison Square Garden (IV) 32767 NYK 6607 0.2755706
## 974 Orlando Arena 32767 ORL 6738 0.3197611
## 975 CoreStates Center 32767 PHI 6875 0.3149496
## 976 America West Arena 32767 PHO 6837 0.2774356
## 977 Rose Garden Arena 32767 POR 6820 0.3092255
## 978 ARCO Arena (II) 32767 SAC 7088 0.2935337
## 979 Alamodome 32767 SAN 6875 0.2991791
## 980 KeyArena at Seattle Center 32767 SEA 6611 0.2733412
## 981 SkyDome 32767 TOR 7112 0.3084719
## 982 Delta Center 32767 UTA 6363 0.3083333
## 983 General Motors Place 32767 VAN 6896 0.3035664
## 984 MCI Center 32767 WSW 6959 0.3004556
## 1014 Philips Arena 32767 ATL 7242 0.3010244
## 1015 FleetCenter 32767 BOS 6919 0.2895975
## 1016 Charlotte Coliseum 32767 CHA 7035 0.2456921
## 1017 United Center 32767 CHI 6771 0.2854772
## 1018 Gund Arena 32767 CLE 7108 0.2688315
## 1019 Reunion Arena 32767 DAL 7345 0.2416926
## 1020 Pepsi Center 32767 DEN 7296 0.2784120
## 1021 The Palace of Auburn Hills 32767 DET 6852 0.2553606
## 1022 The Arena in Oakland 32767 GSW 7520 0.3137066
## 1023 Compaq Center 32767 HOU 7072 0.2751843
## 1024 Conseco Fieldhouse 32767 IND 7039 0.2343446
## 1025 Staples Center 32767 LAC 7069 0.2461340
## 1026 Staples Center 32767 LAL 7393 0.3019735
## 1027 AmericanAirlines Arena 32767 MIA 6855 0.2640482
## 1028 Bradley Center 32767 MIL 6794 0.2781276
## 1029 Target Center 32767 MIN 6843 0.2757872
## 1030 Continental Airlines Arena 32767 NJN 7141 0.2665300
## 1031 Madison Square Garden (IV) 32767 NYK 6691 0.2306586
## 1032 TD Waterhouse Centre 32767 ORL 7252 0.2977893
## 1033 First Union Center 32767 PHI 7181 0.3031985
## 1034 America West Arena 32767 PHO 7116 0.2778684
## 1035 Rose Garden Arena 32767 POR 6724 0.2833676
## 1036 ARCO Arena (II) 32767 SAC 7595 0.2632104
## 1037 Alamodome 32767 SAN 6989 0.2693984
## 1038 KeyArena at Seattle Center 32767 SEA 7220 0.2714956
## 1039 Air Canada Centre 32767 TOR 7060 0.2813942
## 1040 Delta Center 32767 UTA 6485 0.2738444
## 1041 General Motors Place 32767 VAN 6635 0.2831784
## 1042 MCI Center 32767 WSW 6882 0.2898393
## 1043 Philips Arena 32767 ATL 7081 0.2710970
## 1044 FleetCenter 32767 BOS 6802 0.2416487
## 1045 Charlotte Coliseum 32767 CHA 6969 0.2791138
## 1046 United Center 32767 CHI 6694 0.2509485
## 1047 Gund Arena 32767 CLE 6845 0.2786930
## 1048 Reunion Arena 32767 DAL 7093 0.2288626
## 1049 Pepsi Center 32767 DEN 7281 0.2678297
## 1050 The Palace of Auburn Hills 32767 DET 7417 0.2797273
## 1051 The Arena in Oakland 32767 GSW 7462 0.3173667
## 1052 Compaq Center 32767 HOU 6851 0.2588003
## 1053 Conseco Fieldhouse 32767 IND 7053 0.2556203
## 1054 Staples Center 32767 LAC 7002 0.2693923
## 1055 Staples Center 32767 LAL 7056 0.3034116
## 1056 AmericanAirlines Arena 32767 MIA 6690 0.2281145
## 1057 Bradley Center 32767 MIL 6979 0.2645144
## 1058 Target Center 32767 MIN 6944 0.2691378
## 1059 Continental Airlines Arena 32767 NJN 6869 0.2411780
## 1060 Madison Square Garden (IV) 32767 NYK 6587 0.2245135
## 1061 TD Waterhouse Centre 32767 ORL 7189 0.2769430
## 1062 First Union Center 32767 PHI 7026 0.2998605
## 1063 America West Arena 32767 PHO 6989 0.2543929
## 1064 Rose Garden Arena 32767 POR 6625 0.2812775
## 1065 ARCO Arena (II) 32767 SAC 7456 0.2572322
## 1066 Alamodome 32767 SAN 7013 0.2670219
## 1067 KeyArena at Seattle Center 32767 SEA 6898 0.2759669
## 1068 Air Canada Centre 32767 TOR 7084 0.2849134
## 1069 Delta Center 32767 UTA 6383 0.2832682
## 1070 General Motors Place 32767 VAN 6911 0.2436631
## 1071 MCI Center 32767 WSW 6727 0.2806630
## 1072 Philips Arena 32767 ATL 6925 0.2574818
## 1073 FleetCenter 32767 BOS 7221 0.2296984
## 1074 Charlotte Coliseum 32767 CHA 6926 0.2872254
## 1075 United Center 32767 CHI 6780 0.2510870
## 1076 Gund Arena 32767 CLE 6761 0.2663731
## 1077 American Airlines Center 32767 DAL 7151 0.2461126
## 1078 Pepsi Center 32767 DEN 6951 0.2824273
## 1079 The Palace of Auburn Hills 32767 DET 6678 0.2344428
## 1080 The Arena in Oakland 32767 GSW 7378 0.3342521
## 1081 Compaq Center 32767 HOU 6988 0.2703059
## 1082 Conseco Fieldhouse 32767 IND 7060 0.2551440
## 1083 Staples Center 32767 LAC 7000 0.2928610
## 1084 Staples Center 32767 LAL 7171 0.2769648
## 1085 Pyramid Arena 32767 MEM 7090 0.2671010
## 1086 AmericanAirlines Arena 32767 MIA 6824 0.2518849
## 1087 Bradley Center 32767 MIL 6887 0.2378394
## 1088 Target Center 32767 MIN 6859 0.2852909
## 1089 Continental Airlines Arena 32767 NJN 7070 0.2753047
## 1090 Madison Square Garden (IV) 32767 NYK 6833 0.2365649
## 1091 TD Waterhouse Centre 32767 ORL 7102 0.2475039
## 1092 First Union Center 32767 PHI 6955 0.3006608
## 1093 America West Arena 32767 PHO 7022 0.2793849
## 1094 Rose Garden Arena 32767 POR 6747 0.2958822
## 1095 ARCO Arena (II) 32767 SAC 7397 0.2711456
## 1096 Alamodome 32767 SAN 6905 0.2628986
## 1097 KeyArena at Seattle Center 32767 SEA 6718 0.2726761
## 1098 Air Canada Centre 32767 TOR 6882 0.2925420
## 1099 Delta Center 32767 UTA 6591 0.3164051
## 1100 MCI Center 32767 WSW 6784 0.2831455
## 1101 Philips Arena 32767 ATL 6988 0.2620979
## 1102 FleetCenter 32767 BOS 7007 0.2228931
## 1103 United Center 32767 CHI 7215 0.2645716
## 1104 Gund Arena 32767 CLE 7083 0.2869610
## 1105 American Airlines Center 32767 DAL 7183 0.2386810
## 1106 Pepsi Center 32767 DEN 6779 0.2884565
## 1107 The Palace of Auburn Hills 32767 DET 6715 0.2468549
## 1108 The Arena in Oakland 32767 GSW 7422 0.3309278
## 1109 Compaq Center 32767 HOU 6920 0.2827948
## 1110 Conseco Fieldhouse 32767 IND 7090 0.2715715
## 1111 Staples Center 32767 LAC 6976 0.2757866
## 1112 Staples Center 32767 LAL 7084 0.2863214
## 1113 Pyramid Arena 32767 MEM 7090 0.2552788
## 1114 AmericanAirlines Arena 32767 MIA 6871 0.2475842
## 1115 Bradley Center 32767 MIL 6805 0.2416552
## 1116 Target Center 32767 MIN 6991 0.2636789
## 1117 Continental Airlines Arena 32767 NJN 6912 0.2693667
## 1118 New Orleans Arena 32767 NOH 6849 0.2901349
## 1119 Madison Square Garden (IV) 32767 NYK 6766 0.2240553
## 1120 TD Waterhouse Centre 32767 ORL 6916 0.2510482
## 1121 First Union Center 32767 PHI 6765 0.2843111
## 1122 America West Arena 32767 PHO 7007 0.2781756
## 1123 Rose Garden Arena 32767 POR 6574 0.2831050
## 1124 ARCO Arena (II) 32767 SAC 7410 0.2401281
## 1125 SBC Center 32767 SAN 6846 0.2770729
## 1126 KeyArena at Seattle Center 32767 SEA 6748 0.2594289
## 1127 Air Canada Centre 32767 TOR 6955 0.2680115
## 1128 Delta Center 32767 UTA 6533 0.3098634
## 1129 MCI Center 32767 WSW 6708 0.2562884
## 1130 Philips Arena 32767 ATL 7036 0.2691892
## 1131 FleetCenter 32767 BOS 6884 0.2382419
## 1132 United Center 32767 CHI 7260 0.2649810
## 1133 Gund Arena 32767 CLE 7183 0.2918298
## 1134 American Airlines Center 32767 DAL 7283 0.3004094
## 1135 Pepsi Center 32767 DEN 6991 0.2872679
## 1136 The Palace of Auburn Hills 32767 DET 6839 0.2842725
## 1137 The Arena in Oakland 32767 GSW 7048 0.2755776
## 1138 Toyota Center 32767 HOU 6752 0.2450101
## 1139 Conseco Fieldhouse 32767 IND 6707 0.2703839
## 1140 Staples Center 32767 LAC 6956 0.3054226
## 1141 Staples Center 32767 LAL 7016 0.2743969
## 1142 Pyramid Arena 32767 MEM 7035 0.2834326
## 1143 AmericanAirlines Arena 32767 MIA 6777 0.2548807
## 1144 Bradley Center 32767 MIL 6966 0.2608696
## 1145 Target Center 32767 MIN 6921 0.2473149
## 1146 Continental Airlines Arena 32767 NJN 6679 0.2422029
## 1147 New Orleans Arena 32767 NOH 6958 0.2846334
## 1148 Madison Square Garden (IV) 32767 NYK 6887 0.2615639
## 1149 TD Waterhouse Centre 32767 ORL 6995 0.2595756
## 1150 Wachovia Center 32767 PHI 6743 0.2629961
## 1151 America West Arena 32767 PHO 6918 0.2488554
## 1152 Rose Garden Arena 32767 POR 6724 0.2913982
## 1153 ARCO Arena (II) 32767 SAC 6981 0.2461197
## 1154 SBC Center 32767 SAN 7066 0.2864699
## 1155 KeyArena at Seattle Center 32767 SEA 6723 0.2484251
## 1156 Air Canada Centre 32767 TOR 6945 0.2246887
## 1157 Delta Center 32767 UTA 6374 0.3167720
## 1158 MCI Center 32767 WSW 7075 0.2935756
## 1159 Philips Arena 32767 ATL 6820 0.2949062
## 1160 FleetCenter 32767 BOS 6813 0.2623377
## 1161 Charlotte Coliseum 32767 CHB 6963 0.2778348
## 1162 United Center 32767 CHI 7095 0.2674325
## 1163 Gund Arena 32767 CLE 6731 0.3021369
## 1164 American Airlines Center 32767 DAL 7059 0.2725021
## 1165 Pepsi Center 32767 DEN 6856 0.2703383
## 1166 The Palace of Auburn Hills 32767 DET 6810 0.2952381
## 1167 Oakland Arena 32767 GSW 7333 0.2665835
## 1168 Toyota Center 32767 HOU 6811 0.2446124
## 1169 Conseco Fieldhouse 32767 IND 6674 0.2479292
## 1170 Staples Center 32767 LAC 6676 0.2845528
## 1171 Staples Center 32767 LAL 7015 0.2753080
## 1172 FedExForum 32767 MEM 6574 0.2556933
## 1173 AmericanAirlines Arena 32767 MIA 6845 0.2711709
## 1174 Bradley Center 32767 MIL 6738 0.2724004
## 1175 Target Center 32767 MIN 6918 0.2642299
## 1176 Continental Airlines Arena 32767 NJN 6619 0.2332242
## 1177 New Orleans Arena 32767 NOH 6732 0.2655029
## 1178 Madison Square Garden (IV) 32767 NYK 6775 0.2665010
## 1179 TD Waterhouse Centre 32767 ORL 7034 0.2847737
## 1180 Wachovia Center 32767 PHI 7060 0.2398417
## 1181 America West Arena 32767 PHO 7402 0.2637033
## 1182 Rose Garden Arena 32767 POR 6835 0.2750993
## 1183 ARCO Arena (II) 32767 SAC 7112 0.2709934
## 1184 SBC Center 32767 SAN 6772 0.2798412
## 1185 KeyArena at Seattle Center 32767 SEA 6456 0.2878872
## 1186 Air Canada Centre 32767 TOR 6999 0.2278618
## 1187 Delta Center 32767 UTA 6379 0.3014685
## 1188 MCI Center 32767 WSW 7034 0.2959770
## 1189 Philips Arena 32767 ATL 6617 0.3011268
## 1190 TD Banknorth Garden 32767 BOS 6524 0.2411747
## 1191 Charlotte Bobcats Arena 32767 CHB 6867 0.2550232
## 1192 United Center 32767 CHI 6930 0.2427002
## 1193 Gund Arena 32767 CLE 6698 0.2736872
## 1194 American Airlines Center 32767 DAL 6605 0.3005544
## 1195 Pepsi Center 32767 DEN 6823 0.2512521
## 1196 The Palace of Auburn Hills 32767 DET 6672 0.2727273
## 1197 Oakland Arena 32767 GSW 7112 0.2548102
## 1198 Toyota Center 32767 HOU 6765 0.2395598
## 1199 Conseco Fieldhouse 32767 IND 6841 0.2574541
## 1200 Staples Center 32767 LAC 6822 0.2400000
## 1201 Staples Center 32767 LAL 6750 0.2683264
## 1202 FedExForum 32767 MEM 6544 0.2468186
## 1203 AmericanAirlines Arena 32767 MIA 6718 0.2587455
## 1204 Bradley Center 32767 MIL 6684 0.2587744
## 1205 Target Center 32767 MIN 6618 0.2349363
## 1206 Continental Airlines Arena 32767 NJN 6747 0.2322690
## 1207 Ford Center 32767 NOH 6655 0.2552127
## 1208 Madison Square Garden (IV) 32767 NYK 6557 0.3055556
## 1209 TD Waterhouse Centre 32767 ORL 6444 0.2739558
## 1210 Wachovia Center 32767 PHI 6805 0.2462623
## 1211 America West Arena 32767 PHO 7191 0.2081884
## 1212 Rose Garden Arena 32767 POR 6563 0.2548907
## 1213 ARCO Arena (II) 32767 SAC 6781 0.2402707
## 1214 SBC Center 32767 SAN 6702 0.2541057
## 1215 KeyArena at Seattle Center 32767 SEA 6565 0.2787562
## 1216 Air Canada Centre 32767 TOR 6529 0.2382791
## 1217 Delta Center 32767 UTA 6559 0.3092694
## 1218 MCI Center 32767 WSW 6820 0.2811736
## 1219 Philips Arena 32767 6606 0.2756284
## 1220 TD Banknorth Garden 32767 6633 0.2552836
## 1221 Charlotte Bobcats Arena 32767 6757 0.2497964
## 1222 United Center 32767 6934 0.2720487
## 1223 Quicken Loans Arena 32767 6836 0.2823370
## 1224 American Airlines Center 32767 6560 0.2680653
## 1225 Pepsi Center 32767 7026 0.2749245
## 1226 The Palace of Auburn Hills 32767 6698 0.2676454
## 1227 Oracle Arena 32767 7203 0.2484816
## 1228 Toyota Center 32767 6901 0.2429597
## 1229 Conseco Fieldhouse 32767 6843 0.2681670
## 1230 Staples Center 32767 6592 0.2582897
## 1231 Staples Center 32767 6844 0.2488065
## 1232 FedExForum 32767 6689 0.2510145
## 1233 AmericanAirlines Arena 32767 6731 0.2425052
## 1234 Bradley Center 32767 6743 0.2618981
## 1235 Target Center 32767 6688 0.2336662
## 1236 Continental Airlines Arena 32767 6740 0.2371610
## 1237 Ford Center 32767 6883 0.2766072
## 1238 Madison Square Garden (IV) 32767 6730 0.2988705
## 1239 Amway Arena 32767 6420 0.2861586
## 1240 Wachovia Center 32767 6625 0.2586306
## 1241 US Airways Center 32767 6832 0.2125757
## 1242 Rose Garden Arena 32767 6419 0.2623650
## 1243 ARCO Arena (II) 32767 6748 0.2219437
## 1244 AT&T Center 32767 6544 0.2285972
## 1245 KeyArena at Seattle Center 32767 6612 0.2591455
## 1246 Air Canada Centre 32767 6724 0.2147937
## 1247 EnergySolutions Arena 32767 6522 0.3027631
## 1248 Verizon Center 32767 6901 0.2661333
## 1249 Philips Arena 32767 6816 0.2818004
## 1250 TD Banknorth Garden 32767 6634 0.2515152
## 1251 Charlotte Bobcats Arena 32767 6919 0.2481914
## 1252 United Center 32767 7024 0.2710377
## 1253 Quicken Loans Arena 32767 6969 0.2904255
## 1254 American Airlines Center 32767 6827 0.2530086
## 1255 Pepsi Center 32767 7338 0.2460466
## 1256 The Palace of Auburn Hills 32767 6606 0.2742117
## 1257 Oracle Arena 32767 7397 0.2610542
## 1258 Toyota Center 32767 6996 0.2711773
## 1259 Conseco Fieldhouse 32767 7266 0.2323310
## 1260 Staples Center 32767 6864 0.2206897
## 1261 Staples Center 32767 7129 0.2515406
## 1262 FedExForum 32767 7068 0.2306228
## 1263 AmericanAirlines Arena 32767 6618 0.2106009
## 1264 Bradley Center 32767 6754 0.2836784
## 1265 Target Center 32767 6808 0.2576851
## 1266 Izod Center 32767 6846 0.2540345
## 1267 New Orleans Arena 32767 6779 0.2579846
## 1268 Madison Square Garden (IV) 32767 6983 0.2715040
## 1269 Amway Arena 32767 6864 0.2266824
## 1270 Wachovia Center 32767 6653 0.2970490
## 1271 US Airways Center 32767 7002 0.2123894
## 1272 Rose Garden Arena 32767 6760 0.2493075
## 1273 ARCO Arena (II) 32767 6720 0.2358464
## 1274 AT&T Center 32767 6686 0.2211704
## 1275 KeyArena at Seattle Center 32767 7275 0.2485283
## 1276 Air Canada Centre 32767 6700 0.2207937
## 1277 EnergySolutions Arena 32767 6452 0.2843344
## 1278 Verizon Center 32767 6789 0.2715018
## 1279 Philips Arena 32767 6719 0.2489270
## 1280 TD Banknorth Garden 32767 6538 0.2667281
## 1281 Time Warner Cable Arena 32767 6439 0.2580833
## 1282 United Center 32767 6959 0.2607527
## 1283 Quicken Loans Arena 32767 6648 0.2581585
## 1284 American Airlines Center 32767 6897 0.2495881
## 1285 Pepsi Center 32767 6794 0.2621669
## 1286 The Palace of Auburn Hills 32767 6711 0.2652320
## 1287 Oracle Arena 32767 7304 0.2492155
## 1288 Toyota Center 32767 6794 0.2413793
## 1289 Conseco Fieldhouse 32767 7202 0.2393782
## 1290 Staples Center 32767 6882 0.2379043
## 1291 Staples Center 32767 7001 0.2762657
## 1292 FedExForum 32767 6457 0.2457922
## 1293 AmericanAirlines Arena 32767 6671 0.2292359
## 1294 Bradley Center 32767 6698 0.2597437
## 1295 Target Center 32767 6769 0.2579365
## 1296 Izod Center 32767 6660 0.2353919
## 1297 New Orleans Arena 32767 6536 0.2321274
## 1298 Madison Square Garden (IV) 32767 7236 0.2315709
## 1299 Ford Center 32767 6876 0.2687651
## 1300 Amway Arena 32767 7003 0.2350917
## 1301 Wachovia Center 32767 6595 0.2939180
## 1302 US Airways Center 32767 6764 0.2709211
## 1303 Rose Garden Arena 32767 6396 0.3049482
## 1304 ARCO Arena (II) 32767 6816 0.2273342
## 1305 AT&T Center 32767 6681 0.2084765
## 1306 Air Canada Centre 32767 6749 0.2216082
## 1307 EnergySolutions Arena 32767 6663 0.2700373
## 1308 Verizon Center 32767 6710 0.2611308
## f2 f3 f4 f5 f1_z f2_z
## 439 0.6794528 1.0608961 850.0 0.4692038 0.8261501025 0.4305513018
## 440 0.6336018 1.0355766 739.5 0.4573454 -0.1614936742 -0.5287493689
## 441 0.6586783 1.0262648 769.5 0.5110913 0.0728573463 -0.0040960907
## 442 0.6753761 1.0655244 843.0 0.3787914 1.1068592255 0.3452579294
## 443 0.6772421 1.0828468 1012.5 0.4124119 0.5260516776 0.3842982482
## 444 0.5966811 0.9563765 406.0 0.4861986 1.2230662893 -1.3012109237
## 445 0.6628959 0.9991226 654.0 0.4960920 -0.0835831227 0.0841460597
## 446 0.6572069 1.0211609 737.0 0.4347149 0.7394406336 -0.0348812709
## 447 0.5676501 0.9441937 288.5 0.4885011 1.1916188100 -1.9086029762
## 448 0.6873449 1.0419476 913.0 0.4788227 1.0485080676 0.5956715352
## 449 0.7166405 1.1135367 1092.0 0.3799122 0.0006919659 1.2085984055
## 450 0.6153305 0.9606499 464.5 0.4933696 0.0567462046 -0.9110247824
## 451 0.6466221 1.0179243 723.0 0.5034053 -0.0143456906 -0.2563370044
## 452 0.6580691 0.9920388 615.5 0.4923144 0.2330543109 -0.0168416597
## 453 0.6734441 1.0083899 623.5 0.4522610 -1.2945315697 0.3048362751
## 454 0.7739130 1.1480908 1292.0 0.4238178 -0.3910451809 2.4068634121
## 455 0.5634062 0.8891476 89.0 0.5570007 1.4554382459 -1.9973931899
## 456 0.6699380 1.0199876 687.0 0.4720356 -0.5432110295 0.2314817387
## 457 0.6281281 0.9858740 526.5 0.4408341 0.9108889621 -0.6432712444
## 458 0.6490338 0.9870392 597.0 0.5063021 -0.3634205340 -0.2058791847
## 459 0.6719899 1.0777239 1013.0 0.4770501 0.9327760392 0.2744107389
## 460 0.6108597 0.9883150 524.0 0.4711777 0.1876481514 -1.0045633851
## 461 0.7426617 1.0833511 970.0 0.3953738 0.0999527805 1.7530185115
## 462 0.6099005 0.9928905 534.5 0.4688097 0.1679509418 -1.0246320719
## 463 0.6490216 1.0142011 658.5 0.4952767 -0.4987889857 -0.2061352910
## 464 0.6383495 1.0194391 624.0 0.4658034 1.3618490855 -0.4294178088
## 465 0.6702846 1.0492751 858.5 0.4250584 -0.3451241382 0.2387332562
## 466 0.6178112 0.9480076 359.5 0.4996742 0.2965741770 -0.8591233907
## 467 0.6207068 0.9766162 503.0 0.5169516 0.7692824334 -0.7985410208
## 468 0.7085975 1.0750150 967.5 0.3936858 -0.0919739064 1.0403217654
## 469 0.6587529 1.0576803 875.0 0.4816953 0.6040671080 -0.0025342746
## 470 0.6932241 1.0472389 926.5 0.4794432 0.9637023625 0.7186773212
## 471 0.6782916 1.0270801 754.0 0.4669798 -0.0122047361 0.4062574443
## 472 0.6141304 0.9363028 340.0 0.5084521 -0.1383891727 -0.9361331600
## 473 0.6521306 1.0437551 833.5 0.4688365 0.3339075717 -0.1410883074
## 474 0.7350343 1.1113240 1237.0 0.4811762 0.0043661880 1.5934372903
## 475 0.6419724 0.9956904 613.0 0.4909444 0.7093900033 -0.3536187457
## 476 0.6422625 0.9841255 544.5 0.4905375 0.0502408000 -0.3475499755
## 477 0.5893708 0.9240775 270.0 0.5186690 1.4157929605 -1.4541574727
## 478 0.6782888 1.0597030 898.5 0.4180210 -0.2772720621 0.4061986085
## 479 0.6262100 0.9825099 505.0 0.4421932 0.5829463941 -0.6834030866
## 480 0.6054054 0.9261923 282.5 0.5194402 -0.6847877323 -1.1186795807
## 481 0.6511395 1.1059261 1073.5 0.4283697 1.5088456500 -0.1618238689
## 482 0.6242438 1.0440062 809.5 0.4649409 0.9071914565 -0.7245390427
## 483 0.6933788 1.0741530 936.0 0.4252797 1.9061459567 0.7219134702
## 484 0.6562333 1.0341595 719.5 0.5004145 0.0015343896 -0.0552508925
## 485 0.6379495 1.0117237 603.0 0.5315802 1.3898483002 -0.4377860604
## 486 0.7287324 1.1349400 1169.0 0.4399167 0.3410945562 1.4615868495
## 487 0.6095358 0.9838037 527.5 0.5112227 1.6188769766 -1.0322636788
## 488 0.6794209 1.0527900 913.5 0.5011899 0.7963727902 0.4298838776
## 489 0.6733121 1.0335968 735.0 0.4333164 0.3970635235 0.3020741690
## 490 0.6044386 0.9697498 445.5 0.5108569 1.2577794494 -1.1389063487
## 491 0.6657296 1.0008775 654.0 0.4874177 0.5409054982 0.1434329961
## 492 0.7022333 1.0626590 873.5 0.4173982 0.4415355928 0.9071676456
## 493 0.6136756 0.9113579 189.0 0.5125352 -0.8487292253 -0.9456485383
## 494 0.6364586 0.9967896 599.0 0.4669462 0.1981025246 -0.4689797046
## 495 0.7020268 1.0834022 1020.5 0.5049382 0.4033151223 0.9028492824
## 496 0.6380838 0.9259915 325.0 0.6122253 0.5044195720 -0.4349764537
## 497 0.6453202 1.0109631 666.0 0.5193228 0.5193011075 -0.2835761066
## 498 0.6136141 0.9409509 318.0 0.5025111 0.4137668553 -0.9469359167
## 499 0.6294469 0.9719876 483.0 0.4974908 0.0719210288 -0.6156797590
## 500 0.6507893 1.0404788 726.0 0.4456823 1.1890074216 -0.1691516249
## 501 0.6066635 0.9385191 328.0 0.4812443 -0.2178581851 -1.0923581419
## 502 0.5850340 0.9748050 521.0 0.5737331 1.7700297956 -1.5448930060
## 503 0.6080813 1.0176423 664.5 0.4739514 1.1375085684 -1.0626939124
## 504 0.6039933 0.9993169 585.5 0.4516598 0.9413059094 -1.1482229400
## 505 0.6274142 0.9897524 580.0 0.4720115 2.2156437299 -0.6582089319
## 506 0.5921528 0.9739203 459.0 0.4474645 1.0220240650 -1.3959523655
## 507 0.6447622 0.9685344 429.0 0.5131480 0.5797698182 -0.2952513058
## 508 0.6943933 1.0873786 1038.0 0.4245518 0.5050471428 0.7431381724
## 509 0.6710765 1.0556120 872.0 0.5055779 1.0732055393 0.2553017689
## 510 0.6571283 1.0061350 690.5 0.6010283 0.5414579613 -0.0365260298
## 511 0.7249081 1.0993625 980.0 0.4350693 0.3697075669 1.3815746659
## 512 0.6221805 1.0151136 717.5 0.5702082 2.0335616264 -0.7677094670
## 513 0.6625130 1.0219007 809.0 0.5171539 1.6406430852 0.0761339761
## 514 0.7216157 1.0942875 1014.0 0.3832942 0.3428785152 1.3126906933
## 515 0.5340638 0.8429032 -173.0 0.5708042 0.6210061292 -2.6112989014
## 516 0.5688415 0.9156568 248.5 0.5184057 0.9093349713 -1.8836757412
## 517 0.6577147 1.0035260 660.5 0.5098992 0.3363868435 -0.0242559701
## 518 0.6425363 0.9989773 641.5 0.5345958 0.8311669442 -0.3418206556
## 519 0.5712898 0.8945172 103.0 0.5472928 1.0616435398 -1.8324521209
## 520 0.6247128 0.9696319 459.5 0.4845968 -0.0206807906 -0.7147274711
## 521 0.6444384 1.0315969 717.0 0.5058357 1.6193542690 -0.3020258052
## 522 0.6184638 0.9700659 474.0 0.5211486 0.1295153311 -0.8454688176
## 523 0.6621406 1.0573443 883.5 0.5492557 1.0370933101 0.0683424569
## 524 0.5998506 1.0075666 639.0 0.4646215 1.6051547991 -1.2348981327
## 525 0.6315208 0.9405602 301.5 0.5950480 -0.3566351473 -0.5722884185
## 526 0.6429259 1.0439711 823.5 0.4964259 0.7240167766 -0.3336701648
## 527 0.6687825 1.0086244 643.5 0.5169489 1.3507622477 0.2073049670
## 528 0.5540265 0.9184692 204.0 0.5264687 1.1113412994 -2.1936369501
## 529 0.5692558 0.9173137 178.5 0.5149874 1.9819272063 -1.8750064227
## 530 0.7007852 1.0981575 1026.5 0.4889531 0.5490859492 0.8768711694
## 531 0.7265852 1.0736237 919.5 0.5410709 0.1541778205 1.4166634167
## 532 0.6771097 1.0404906 868.0 0.4908990 0.7655886998 0.3815277968
## 533 0.7109792 1.1174551 1049.0 0.5054242 0.8589852565 1.0901523538
## 534 0.6185278 1.0168103 646.5 0.5367676 2.6306424038 -0.8441298026
## 535 0.6356069 1.0139332 654.0 0.5088558 0.9520136068 -0.4867997541
## 536 0.6660210 1.0370876 799.5 0.4951607 1.8844288278 0.1495299238
## 537 0.6796642 1.0160813 645.0 0.4424876 -0.0984120305 0.4349750807
## 538 0.5519417 0.8721174 18.0 0.5847381 0.9582592031 -2.2372545390
## 539 0.5651062 0.9263872 269.0 0.4973355 1.3608820787 -1.9618265462
## 540 0.7045390 1.0775824 878.0 0.4534401 -0.2599097976 0.9554098775
## 541 0.6946565 1.0719049 897.0 0.4578223 0.3236286461 0.7486454520
## 542 0.5674938 0.8711946 -25.5 0.5091640 0.7699400667 -1.9118721538
## 543 0.5927848 0.9688150 430.0 0.4608113 1.1653964656 -1.3827289492
## 544 0.6421556 0.9970323 610.0 0.5041031 1.0897290353 -0.3497871042
## 545 0.5441140 0.9120758 166.5 0.5068798 1.8530593066 -2.4010284865
## 546 0.6903863 1.0944290 954.0 0.4610230 0.4474281040 0.6593037157
## 547 0.5940020 0.9542411 398.0 0.5792165 0.4410635259 -1.3572630634
## 548 0.6800446 0.9976257 566.0 0.5420550 -0.5481674273 0.4429331042
## 549 0.6639819 1.0346084 773.0 0.4793710 -0.0566012020 0.1068664759
## 550 0.6709750 1.0170332 646.5 0.4457825 0.7967853306 0.2531775211
## 551 0.5704494 0.9484103 345.0 0.4860032 1.5020488066 -1.8500355497
## 552 0.5966747 0.9310453 236.5 0.5845204 1.3186738360 -1.3013445109
## 553 0.7360303 1.1274887 1126.0 0.4866999 0.3134668003 1.6142740907
## 554 0.6897458 1.0698695 864.5 0.4780681 0.7370586262 0.6459040368
## 555 0.6342533 0.9376817 357.5 0.5536143 0.6174895086 -0.5151196845
## 556 0.6736784 1.0613339 865.5 0.4918277 1.4435924036 0.3097382802
## 557 0.6514208 1.0463003 772.5 0.4720720 1.6726576378 -0.1559375280
## 558 0.6375208 1.0508218 820.0 0.5046192 2.2083538802 -0.4467572948
## 559 0.7232739 1.0539749 860.0 0.4660981 0.1528501318 1.3473842627
## 560 0.7310226 1.0640970 881.5 0.4818833 0.0698161498 1.5095035074
## 561 0.5732079 0.9180020 223.0 0.5038339 1.5769058091 -1.7923201472
## 562 0.5717697 0.9244589 226.5 0.5013927 1.3592409007 -1.8224110329
## 563 0.6532999 1.0236751 680.0 0.4489764 0.8647639397 -0.1166231768
## 564 0.6804717 1.0428919 756.5 0.5030655 0.8368885222 0.4518684943
## 565 0.6314655 0.9154419 224.5 0.4924495 0.4437072366 -0.5734458707
## 566 0.6167883 0.9666874 418.0 0.5053841 0.5117155857 -0.8805244480
## 567 0.6474289 0.9782156 506.0 0.4963328 0.8809485322 -0.2394578298
## 568 0.6373396 1.0134325 640.5 0.4338871 0.8522227897 -0.4505470279
## 569 0.6761735 1.0664008 799.5 0.5536200 0.8092551867 0.3619414868
## 570 0.6056056 0.9417031 327.5 0.4690657 0.2326436205 -1.1144909610
## 571 0.7033829 1.0364626 804.0 0.5387421 0.3639789122 0.9312218333
## 572 0.6506336 1.0037477 573.0 0.4508141 -0.4710546424 -0.1724089740
## 573 0.6733892 0.9913673 608.0 0.5195008 0.2298636309 0.3036881242
## 574 0.6098369 0.9915375 551.5 0.4491669 1.2225289948 -1.0259631386
## 575 0.6303901 1.0060963 628.5 0.5647275 1.1734645244 -0.5959450023
## 576 0.6747875 1.0880330 871.0 0.4867073 0.6431168810 0.3329441265
## 577 0.6535052 1.0271028 739.0 0.4981945 1.3012397473 -0.1123274136
## 578 0.6705619 0.9995249 682.0 0.4959780 0.2201496224 0.2445349244
## 579 0.6690740 1.0387303 827.0 0.5036620 1.1558704501 0.2134052011
## 580 0.7020259 1.0505019 866.0 0.5196670 1.1664881240 0.9028291376
## 581 0.7521510 1.1320876 1214.0 0.5537028 0.0216597595 1.9515542485
## 582 0.7292378 1.0932852 1042.0 0.4911619 0.9590355219 1.4721604011
## 583 0.6461414 0.9905237 578.5 0.5117528 1.2744206001 -0.2663940202
## 584 0.5578161 0.8930492 110.0 0.5393446 1.7315567413 -2.1143499736
## 585 0.5886935 0.9068464 178.0 0.4997894 0.2309903555 -1.4683293463
## 586 0.5986245 0.9781905 450.0 0.4545439 1.7527902171 -1.2605510684
## 587 0.6754335 1.0400318 713.0 0.4253813 0.4343923285 0.3464596422
## 588 0.5618173 0.9013534 145.0 0.5222779 2.3978576061 -2.0306371347
## 589 0.5873737 0.9281085 250.0 0.4759195 0.3373009117 -1.4959409417
## 590 0.6375405 1.0202936 657.0 0.4575021 0.9122447487 -0.4463451190
## 591 0.5836987 0.9405367 287.5 0.4694221 1.4209889188 -1.5728298887
## 592 0.7259055 1.1497208 1191.0 0.4823677 1.7200823774 1.4024413620
## 593 0.5766178 0.9135078 207.5 0.5433843 0.6324042997 -1.7209793145
## 594 0.6454809 0.9394805 391.0 0.5932167 -0.2049145977 -0.2802136734
## 595 0.6712951 1.0455131 769.0 0.4718060 -0.0015879239 0.2598740148
## 596 0.6754484 1.0244907 708.5 0.5033054 0.5589339752 0.3467714761
## 597 0.5697109 0.9492616 310.0 0.4635100 0.8585946303 -1.8654850785
## 598 0.6670391 1.0380220 735.5 0.5101440 0.5731194076 0.1708302851
## 599 0.6761316 1.1071429 958.0 0.4479629 0.6447388610 0.3610642594
## 600 0.6429159 0.9965405 574.0 0.4897732 0.2657446927 -0.3338798659
## 601 0.7335835 1.0690816 952.5 0.4390764 -0.4075313713 1.5630822196
## 602 0.6619073 1.0740546 934.0 0.4229302 1.6986086782 0.0634624165
## 603 0.7210904 1.1233399 1172.0 0.4998534 1.6725310457 1.3016995915
## 604 0.6419431 1.0020504 608.5 0.5299128 0.7081259435 -0.3542329656
## 605 0.7077008 1.0129545 659.0 0.4784627 -0.6531623225 1.0215605727
## 606 0.6690022 1.0440884 762.5 0.4703613 0.4749409433 0.2119033218
## 607 0.5483707 0.8643357 -52.5 0.5483091 0.9271019365 -2.3119691351
## 608 0.5841610 0.9178769 224.5 0.5290604 0.8758002659 -1.5631582558
## 609 0.6494932 1.0387176 723.0 0.4555768 1.3233867316 -0.1962669854
## 610 0.6334987 1.0056713 547.0 0.4418799 0.7022764211 -0.5309075791
## 611 0.6031275 0.9349753 302.0 0.5414190 1.5538433867 -1.1663376934
## 612 0.6568131 1.0310524 670.0 0.4543654 0.2506956574 -0.0431205775
## 613 0.6470240 1.0502087 746.0 0.4383432 1.8450307268 -0.2479291737
## 614 0.6272356 0.9605984 445.0 0.5186400 0.9342258923 -0.6619455964
## 615 0.5950481 0.9881676 501.5 0.5694480 1.9204315391 -1.3353758333
## 616 0.6407249 1.0008573 587.5 0.5117167 0.0249771793 -0.3797186486
## 617 0.5963169 0.8803788 78.5 0.6070584 0.2681107963 -1.3088299241
## 618 0.6575532 1.0308227 656.0 0.4926109 -0.1456371352 -0.0276361103
## 619 0.6407122 0.9537832 434.5 0.5630545 0.7225854058 -0.3799853847
## 620 0.5717500 0.9393595 259.0 0.4579727 0.5261420642 -1.8228232032
## 621 0.6126321 0.9620690 392.5 0.5314106 0.5608968834 -0.9674805148
## 622 0.6336608 1.0029805 619.5 0.5058283 0.5035845637 -0.5275156851
## 623 0.6911024 1.0740658 862.0 0.4001553 0.0461687496 0.6742863901
## 624 0.7291898 1.1303323 1198.5 0.4063661 0.9959867671 1.4711565337
## 625 0.6821932 1.1042719 1050.0 0.3949434 1.3945731650 0.4878874139
## 626 0.7579675 1.1768026 1318.0 0.4747320 1.0729914058 2.0732488708
## 627 0.5887652 0.9883302 524.5 0.5195314 2.0703573727 -1.4668277948
## 628 0.6973542 1.0526043 802.5 0.4768095 0.6117776235 0.8050876343
## 629 0.6200766 0.9803606 491.5 0.5605417 0.9503464157 -0.8117268511
## 630 0.5861803 0.9302231 280.0 0.6551630 0.9690383375 -1.5209097289
## 631 0.5228988 0.8283789 -242.0 0.5510812 0.9110394453 -2.8448947133
## 632 0.6101650 0.9731606 488.5 0.4647545 1.4841087145 -1.0190989926
## 633 0.6820760 1.0773425 889.5 0.4222931 0.9936324995 0.4854346578
## 634 0.7055539 1.0390969 787.0 0.5321139 0.3618664482 0.9766432694
## 635 0.5932296 0.9641649 422.0 0.5137981 2.3118344305 -1.3734238154
## 636 0.6522678 0.9946524 537.5 0.5002598 -0.3382279511 -0.1382168891
## 637 0.6152225 0.9735209 506.0 0.5085204 1.0977353569 -0.9132838789
## 638 0.6115011 0.9541333 350.5 0.4762896 0.9018269629 -0.9911449313
## 639 0.6568194 1.0165079 631.0 0.5253716 -0.3889253106 -0.0429872257
## 640 0.6495580 0.9572431 454.5 0.5222194 -0.3197941551 -0.1949130388
## 641 0.7253731 1.0838550 948.0 0.4083029 -0.9397261102 1.3913038889
## 642 0.6270867 0.9861718 534.5 0.4961122 1.7505176687 -0.6650601869
## 643 0.5746528 0.9185764 143.0 0.4276416 0.0120308777 -1.7620908354
## 644 0.6677976 1.0751226 889.0 0.5361609 1.5169615983 0.1866989537
## 645 0.6556257 1.0233199 675.5 0.4883825 -0.1295530911 -0.0679636675
## 646 0.6454902 0.9735282 480.0 0.5006238 -0.0183136728 -0.2800193604
## 647 0.7254381 1.0843693 1061.5 0.4288954 0.0280906266 1.3926637519
## 648 0.6777036 1.0543456 852.0 0.4321755 0.8292683425 0.3939545836
## 649 0.7057999 1.0780316 950.5 0.4699431 0.9912462380 0.9817905580
## 650 0.6346971 1.0177607 680.5 0.4588514 1.3650902116 -0.5058335514
## 651 0.6608904 1.0304477 668.5 0.4629529 0.4372218754 0.0421867109
## 652 0.6573950 1.0108469 686.0 0.6058078 0.4383526655 -0.0309446709
## 653 0.5747483 0.9321856 229.0 0.4766029 0.6550250104 -1.7600932008
## 654 0.6188448 0.9828710 503.0 0.4054606 0.8685500287 -0.8374979971
## 655 0.6544199 1.0398463 699.5 0.4314830 0.7005059521 -0.0931909267
## 656 0.7433908 1.1020657 1042.5 0.4743257 -0.2520318000 1.7682723865
## 657 0.6000539 0.9814971 506.5 0.5246711 2.2934178263 -1.2306453450
## 658 0.6059390 0.9382808 277.0 0.5402706 0.1465204509 -1.1075155309
## 659 0.6539313 1.0047069 611.5 0.4731696 0.6650237591 -0.1034124358
## 660 0.6392457 0.9962454 553.5 0.5227188 0.4822400373 -0.4106677710
## 661 0.6167024 0.9572668 376.5 0.5126303 0.3716865544 -0.8823230359
## 662 0.6645551 1.0689095 810.5 0.4453005 0.4574183817 0.1188603520
## 663 0.6487464 0.9873340 542.0 0.4831556 0.0417783232 -0.2118915911
## 664 0.6601274 1.0045639 647.0 0.5034698 -0.4724670914 0.0262222551
## 665 0.5929688 0.9785421 493.5 0.4697914 2.2394362598 -1.3788812180
## 666 0.5674938 0.8625222 -77.0 0.5381393 -0.5945802437 -1.9118721538
## 667 0.6484747 1.0605074 783.0 0.4238702 1.1884994317 -0.2175777092
## 668 0.6167310 0.9843750 550.0 0.6000975 1.2633250248 -0.8817233803
## 669 0.6091396 0.9592163 423.0 0.4548665 0.9313036435 -1.0405511833
## 670 0.7337470 1.1434043 1257.0 0.3828368 0.4611044728 1.5665024798
## 671 0.5950140 0.9632219 390.0 0.4724979 1.3877844551 -1.3360903606
## 672 0.6662191 1.0135079 690.0 0.5094409 0.5051681454 0.1536743914
## 673 0.6097498 0.9835929 504.5 0.4765731 0.6437547506 -1.0277853447
## 674 0.7128276 1.0659855 868.5 0.4085074 -0.0118122146 1.1288239813
## 675 0.7562232 1.1517402 1278.0 0.5409584 0.4159384682 2.0367532547
## 676 0.5420095 0.8646305 -47.0 0.5044884 0.8989484628 -2.4450591115
## 677 0.6769609 1.0277423 726.0 0.4166854 -0.0104771797 0.3784159807
## 678 0.6344753 1.0064281 594.5 0.5584539 0.6994017333 -0.5104743730
## 679 0.6721582 0.9908789 621.5 0.6169371 0.2215509302 0.2779318179
## 680 0.6004909 0.9423764 333.0 0.5775984 1.5017650151 -1.2215023700
## 681 0.6342580 0.9606079 427.0 0.5475652 0.4705532137 -0.5150208532
## 682 0.5882808 0.9522676 373.5 0.5146018 1.0974548122 -1.4769622600
## 683 0.6176239 1.0112371 633.5 0.5510138 1.1479403236 -0.8630419576
## 684 0.6824737 1.0944579 979.5 0.4650451 1.0850051022 0.4937543155
## 685 0.5971166 0.9841792 541.0 0.5802961 1.9762455698 -1.2920983178
## 686 0.6607367 1.0144799 728.5 0.4739347 0.1087996153 0.0389694746
## 687 0.6316459 1.0093317 713.5 0.5209803 0.9428396587 -0.5696720497
## 688 0.6460736 1.0141761 644.5 0.4502648 1.3403092013 -0.2678135870
## 689 0.5830454 0.9011529 98.0 0.5098862 -0.3631319875 -1.5864982004
## 690 0.6144676 1.0148724 578.5 0.4223768 1.0615543271 -0.9290784359
## 691 0.6065089 0.9545257 370.0 0.5063346 0.0628522728 -1.0955926029
## 692 0.5700791 0.9582227 395.5 0.4923201 1.9469420472 -1.8577811498
## 693 0.7331910 1.1010417 1074.5 0.3565392 -0.4825618365 1.5548712264
## 694 0.5989474 0.9633124 397.0 0.4678602 1.2277131566 -1.2537956342
## 695 0.6936688 1.0500000 838.0 0.5300172 -0.1134393060 0.7279805918
## 696 0.6318709 0.9893112 576.5 0.4849386 0.8064188022 -0.5649643337
## 697 0.6711409 1.0106762 631.0 0.4903505 -0.0922923596 0.2566494821
## 698 0.6930075 1.0740894 978.5 0.5579081 0.1433393855 0.7141458595
## 699 0.5743105 0.9185086 193.0 0.4989551 0.4238933568 -1.7692515862
## 700 0.6453348 1.0081214 624.0 0.4754511 0.2494390229 -0.2832712631
## 701 0.7069808 1.1008083 953.5 0.4794471 0.0538986479 1.0064956211
## 702 0.6510832 1.0461812 785.5 0.4899629 1.2391395605 -0.1630008615
## 703 0.6246491 1.0069613 586.0 0.5381709 1.5206827849 -0.7160605649
## 704 0.6639187 1.0327011 702.0 0.5059549 0.1203878628 0.1055438044
## 705 0.6235386 1.0112570 630.5 0.4333558 1.1422594869 -0.7392944533
## 706 0.6469175 1.0211873 677.5 0.5712278 0.7755751542 -0.2501563740
## 707 0.6566501 1.0070136 680.5 0.5498293 0.4520207049 -0.0465297481
## 708 0.6588571 1.0442013 766.0 0.4375443 1.3761380772 -0.0003540224
## 709 0.6094763 0.9265714 263.5 0.5049694 0.0806649571 -1.0335074983
## 710 0.6260593 1.0046287 636.0 0.5346104 0.9339623257 -0.6865551270
## 711 0.6181867 1.0044440 652.0 0.4796637 2.0849867737 -0.8512683428
## 712 0.5992449 0.9942706 498.0 0.4814047 1.0206667762 -1.2475711355
## 713 0.7366498 1.1063946 1083.0 0.5007139 -0.2718787023 1.6272361089
## 714 0.6154670 0.9694077 398.0 0.4646740 -0.1153884891 -0.9081703370
## 715 0.5763696 0.9091373 161.5 0.4541205 0.2378477930 -1.7261711380
## 716 0.6439979 0.9874460 554.5 0.5389087 -0.2370733211 -0.3112405906
## 717 0.7570711 1.1498433 1285.0 0.3467504 -0.4444289211 2.0544938118
## 718 0.5636270 0.9226290 193.5 0.4844786 1.2028412424 -1.9927739471
## 719 0.6127235 0.9717571 565.0 0.5372781 0.5844270925 -0.9655698244
## 720 0.6262574 1.0018580 581.5 0.4834422 0.8516150838 -0.6824105842
## 721 0.5857613 0.8935541 104.0 0.6616683 0.1968151091 -1.5296758177
## 722 0.6389376 0.9828335 584.0 0.6512665 0.1058784845 -0.4171135926
## 723 0.5556389 0.8911031 48.0 0.4799191 0.4550539744 -2.1599019378
## 724 0.6676072 1.0590800 865.0 0.6017353 1.3547721238 0.1827165242
## 725 0.6486111 1.0393498 722.5 0.4128619 0.2448942481 -0.2147230910
## 726 0.6873959 1.0980129 954.0 0.4483852 0.5141315588 0.5967381052
## 727 0.6249328 1.0255809 726.5 0.4987383 1.4186237463 -0.7101237305
## 728 0.6630016 1.0229910 681.5 0.4665539 0.5004045452 0.0863579846
## 729 0.5927176 0.9334374 285.0 0.4469442 -0.1267611968 -1.3841352482
## 730 0.6376000 1.0613923 863.0 0.4421248 1.4014826753 -0.4450992690
## 731 0.6797181 1.0523353 836.5 0.5091408 -0.2147623284 0.4361019406
## 732 0.6723102 1.0628596 923.0 0.5705504 1.1229057047 0.2811132019
## 733 0.6203857 1.0348938 755.0 0.4795596 2.0088684052 -0.8052600535
## 734 0.5504067 0.8717060 -37.5 0.5394517 0.4631318457 -2.2693709496
## 735 0.6769805 1.0959290 1009.0 0.4495443 0.4728418811 0.3788262612
## 736 0.6394052 1.0307418 713.5 0.5165305 1.8987932259 -0.4073305007
## 737 0.5875792 0.9466556 267.0 0.4838738 0.1401248079 -1.4916419237
## 738 0.7815729 1.1635923 1241.0 0.4283675 -1.4754463584 2.5671242192
## 739 0.6639676 1.0235561 638.0 0.4141583 0.2875905081 0.1065679934
## 740 0.6594027 1.0336704 723.5 0.4576916 0.2157468378 0.0110611326
## 741 0.6437584 0.9863917 507.0 0.4690403 -0.0698738625 -0.3162524917
## 742 0.7599466 1.1888937 1374.5 0.3025621 -0.6574634778 2.1146552160
## 743 0.6056824 1.0150948 588.5 0.4180228 1.0050977382 -1.1128838034
## 744 0.6297645 0.8941395 178.5 0.6237487 -1.4695897245 -0.6090346933
## 745 0.6270711 0.9837610 506.5 0.4719259 0.9468827076 -0.6653861528
## 746 0.6143354 0.9263836 238.0 0.5544142 -0.5806499630 -0.9318451850
## 747 0.6270199 0.9885193 521.0 0.5517166 0.1859691696 -0.6664584445
## 748 0.5803364 0.9448327 305.0 0.4697175 0.4355308654 -1.6431782148
## 749 0.6868040 1.0831690 942.0 0.5141179 0.6460359157 0.5843546526
## 750 0.6719754 1.0336475 732.5 0.4501939 0.0416681822 0.2741084461
## 751 0.7015106 1.1266554 1051.0 0.4481711 0.6621948813 0.8920476934
## 752 0.7160630 1.1379011 1208.0 0.4717875 0.8538617755 1.1965165577
## 753 0.5809814 0.9371446 315.0 0.5648431 0.9999534952 -1.6296815995
## 754 0.6599024 1.0720224 933.0 0.5506069 0.8678930614 0.0215147778
## 755 0.6367568 1.0028066 569.5 0.4532217 0.5176297277 -0.4627417352
## 756 0.5751232 0.9011869 101.5 0.4610069 0.0007463441 -1.7522495780
## 757 0.6081011 1.0490133 756.0 0.3764756 1.5056114453 -1.0622791032
## 758 0.6706412 1.0200859 666.5 0.5144573 -1.2260095709 0.2461944691
## 759 0.5864957 0.9577688 363.0 0.4480043 0.9211973771 -1.5143117577
## 760 0.6393966 1.0843289 863.5 0.4578729 1.8003972586 -0.4075110114
## 761 0.5838838 0.9078919 117.0 0.4997195 -0.0257379942 -1.5689589654
## 762 0.6431141 1.0219769 705.5 0.4893871 0.2476636701 -0.3297328268
## 763 0.6844700 1.0881004 943.5 0.4255398 0.8127254151 0.5355223273
## 764 0.5323671 0.8647904 -91.0 0.5176609 0.5111731833 -2.6467973168
## 765 0.7168520 1.0657486 871.5 0.4800175 -0.5896373850 1.2130236069
## 766 0.5977329 0.9832064 456.0 0.3829493 1.1221877283 -1.2792043487
## 767 0.6555495 1.0187928 633.5 0.4921481 -0.3730844913 -0.0695574464
## 768 0.6915810 1.0273301 683.5 0.4889601 -0.7190981470 0.6842994921
## 769 0.7892434 1.2206821 1727.5 0.4282193 0.4120794984 2.7276083085
## 770 0.6162602 1.0361311 662.0 0.4282262 1.0899109704 -0.8915746636
## 771 0.6517740 0.9883436 589.0 0.4963606 0.0489795517 -0.1485490230
## 772 0.6109575 0.9858774 550.5 0.4906656 1.1100327375 -1.0025172294
## 773 0.6214401 0.9388075 308.5 0.5440349 -0.1768236650 -0.7831995017
## 774 0.6539067 1.0543340 814.5 0.4873465 0.7732381541 -0.1039288009
## 775 0.5596213 0.9269460 222.0 0.4745703 0.2900657027 -2.0765819659
## 776 0.6496290 1.0266437 712.0 0.5404803 0.8272097295 -0.1934262648
## 777 0.6642755 1.0396300 727.5 0.4421928 0.1858954265 0.1130089824
## 778 0.6879699 1.1261335 1089.5 0.4441418 0.7839885323 0.6087481263
## 779 0.6594468 1.0545510 912.0 0.5371786 1.3999480753 0.0119821247
## 780 0.6226013 0.9749679 442.5 0.5112646 0.2125371981 -0.7589048342
## 781 0.6617258 1.0788049 911.5 0.5161043 0.5846454270 0.0596640672
## 782 0.6465606 0.9905366 532.5 0.4839961 -0.6981372113 -0.2576247273
## 783 0.5692346 0.9180032 188.5 0.4671450 0.6056237911 -1.8754512086
## 784 0.5951960 1.0029667 553.5 0.3947800 0.7559852282 -1.3322832995
## 785 0.7173484 1.0650022 877.5 0.5087972 -0.5550807984 1.2234086897
## 786 0.5641153 0.9255254 196.0 0.4842823 0.7254616299 -1.9825574126
## 787 0.6223574 1.0133349 612.0 0.4816467 1.4105190315 -0.7640079344
## 788 0.6004217 0.9161677 158.5 0.4631275 -1.0029844907 -1.2229490526
## 789 0.6367147 1.0058714 644.5 0.5586435 0.3009022196 -0.4636210865
## 790 0.6664048 1.0596721 867.5 0.4651127 0.9539223662 0.1575596103
## 791 0.5876574 0.9302490 244.5 0.4769377 0.2155209224 -1.4900054652
## 792 0.6831657 1.0333470 789.0 0.4841077 0.0447935531 0.5082333073
## 793 0.5767800 0.9627255 369.0 0.3743923 1.2510699016 -1.7175843168
## 794 0.6031988 0.9355953 301.0 0.4707109 -0.1115345909 -1.1648469107
## 795 0.7040407 1.0815275 966.0 0.5409852 0.2138009228 0.9449828455
## 796 0.6987020 1.1258206 1129.5 0.4897920 1.0962060541 0.8332866064
## 797 0.5909329 0.9874221 499.0 0.4997232 1.1380231415 -1.4214752942
## 798 0.6260601 0.9536226 429.0 0.4986405 0.5575043374 -0.6865380389
## 799 0.6128375 0.9564951 403.0 0.5946046 0.1166949646 -0.9631842757
## 800 0.5981477 0.9057669 145.0 0.5441709 0.2994588312 -1.2705270127
## 801 0.6458003 1.0222577 680.0 0.4372289 0.3351296070 -0.2735309631
## 802 0.6465961 1.0145798 685.0 0.4872155 0.3704185528 -0.2568804492
## 803 0.6656560 1.0378722 742.5 0.5015063 0.5983528528 0.1418929079
## 804 0.6690710 1.0583998 848.5 0.5121197 1.2581296035 0.2133413650
## 805 0.6917827 1.0371608 833.5 0.5758382 0.0197008345 0.6885194294
## 806 0.6274980 1.0461427 830.0 0.5264757 2.3610767795 -0.6564548496
## 807 0.6148148 1.0065309 536.5 0.4051093 1.0387453219 -0.9218144546
## 808 0.6756010 1.0650451 849.0 0.5194393 0.2749645647 0.3499634492
## 809 0.6398810 0.9902172 540.0 0.5302759 0.0986176561 -0.3973768288
## 810 0.5792984 0.9222066 220.5 0.4700972 0.1222812220 -1.6648940083
## 811 0.5988208 1.0115960 603.5 0.4174759 1.2850537043 -1.2564434008
## 812 0.6831478 1.0073352 692.0 0.5581556 -0.5795438977 0.5078591447
## 813 0.6076666 1.0029424 565.5 0.4515421 1.1956490298 -1.0713709153
## 814 0.6187170 1.0273273 684.0 0.4982499 1.5422684116 -0.8401718475
## 815 0.5802882 0.9264736 217.5 0.4727138 0.6811383742 -1.6441853608
## 816 0.7042479 1.0599283 882.5 0.4830955 -0.6699218159 0.9493190696
## 817 0.6768583 1.0900311 945.5 0.4526379 1.2419187340 0.3762699270
## 818 0.6344717 1.0041090 566.0 0.4464350 0.0853655393 -0.5105496660
## 819 0.5912894 0.9023618 166.5 0.5728656 0.1011002443 -1.4140174657
## 820 0.6503015 1.0748681 846.0 0.3658736 1.6613249620 -0.1793572598
## 821 0.6164810 0.9516504 329.0 0.4158940 -0.7698163545 -0.8869552397
## 822 0.8101715 1.2170348 1484.5 0.5378881 0.2377611510 3.1654683942
## 823 0.6439589 1.0289840 721.0 0.4766535 0.9176675948 -0.3120580257
## 824 0.6811715 1.0981609 992.5 0.4486374 1.0965421170 0.4665114325
## 825 0.6293612 1.0009510 591.5 0.5292922 1.0422890397 -0.6174717752
## 826 0.5924109 0.9098849 145.0 0.4860473 -0.2675635028 -1.3905517059
## 827 0.6349851 0.9802400 499.0 0.5163863 1.2946429706 -0.4998084676
## 828 0.6516043 1.0255405 710.0 0.4625834 0.6169100983 -0.1520995866
## 829 0.6555193 1.0250869 694.5 0.4803197 0.2019680392 -0.0701888064
## 830 0.6810902 1.0723921 838.0 0.4272425 0.3673272372 0.4648093264
## 831 0.6774011 0.9991400 630.5 0.5545895 -0.1782956322 0.3876261575
## 832 0.6677170 0.9974146 549.5 0.5880616 -0.7287853532 0.1850130040
## 833 0.6313947 1.0209130 649.5 0.4569432 1.4361885457 -0.5749270457
## 834 0.6120032 0.9821050 431.0 0.3693543 0.5914407360 -0.9806403603
## 835 0.5752280 0.9078195 131.5 0.5802886 0.2659708671 -1.7500567098
## 836 0.6785162 1.0070750 664.0 0.5463653 -0.7870625034 0.4109564280
## 837 0.6083530 0.9723978 428.0 0.4558159 0.7575344164 -1.0570088395
## 838 0.6671067 1.1022852 976.5 0.3527814 0.4706055131 0.1722435023
## 839 0.7108768 1.0928242 992.0 0.4641917 -0.0515469421 1.0880094034
## 840 0.6143555 0.9564386 336.0 0.4617785 -0.8338827168 -0.9314233875
## 841 0.6228956 1.0336058 685.5 0.3985951 1.2660162340 -0.7527465321
## 842 0.6233836 0.9593876 369.0 0.4473332 0.1639616415 -0.7425365664
## 843 0.6986601 1.0602790 844.0 0.5067096 -0.5928498895 0.8324097148
## 844 0.6219995 1.0105552 628.5 0.4080813 1.1530554990 -0.7714959313
## 845 0.6820778 1.0338216 722.5 0.4636378 -0.4523033020 0.4854717735
## 846 0.6332136 0.9613974 419.0 0.4940587 -0.5900719540 -0.5368732082
## 847 0.6376317 1.0325613 634.5 0.4030125 0.8558923349 -0.4444370021
## 848 0.6468144 1.0271751 651.0 0.3954156 0.3156635798 -0.2523140674
## 849 0.7594053 1.1547564 1224.0 0.4995417 0.7428031216 2.1033309811
## 850 0.5923761 0.9600459 367.5 0.4993917 0.3746836676 -1.3912804861
## 851 0.7148772 1.0446618 805.5 0.5427849 -0.8153041090 1.1717057676
## 852 0.6168033 0.9506344 413.0 0.5553002 1.0271061862 -0.8802115044
## 853 0.6063777 0.9350358 251.0 0.4761538 -0.9725880281 -1.0983375397
## 854 0.5921342 0.9329125 252.5 0.5049720 1.3968770777 -1.3963415220
## 855 0.6569455 0.9737564 540.0 0.6044438 0.0097460523 -0.0403494946
## 856 0.6900027 1.0602473 929.5 0.5188578 0.6324042997 0.6512786679
## 857 0.6285714 1.0173436 616.0 0.4465382 1.2858282189 -0.6339964436
## 858 0.7403561 1.1254045 1085.5 0.4781860 0.1990747403 1.7047794714
## 859 0.6325069 0.9751484 438.0 0.5972151 -0.4394665928 -0.5516581696
## 860 0.6550920 1.0520661 823.0 0.4281755 1.1469760103 -0.0791290782
## 861 0.6120502 0.9931132 476.5 0.3827972 0.9468735493 -0.9796569175
## 862 0.5968410 0.9756842 483.0 0.5490241 1.2363950408 -1.2978650874
## 863 0.6880443 1.0259483 725.5 0.5771909 -0.6445351863 0.6103050289
## 864 0.5982428 0.9925405 508.5 0.4607287 1.2946429706 -1.2685364835
## 865 0.6623065 1.1183215 1039.5 0.3592666 0.8821744735 0.0718131316
## 866 0.7038556 1.0541570 850.5 0.5031532 -0.0408726168 0.9411110965
## 867 0.5644992 0.9253403 188.0 0.4925072 1.4386689366 -1.9745252869
## 868 0.6205041 1.0076119 575.5 0.3677265 0.9196434480 -0.8027822101
## 869 0.6344057 0.9922574 514.5 0.4167740 0.2446247851 -0.5119315238
## 870 0.6832514 1.0422408 746.5 0.5555405 0.0651538560 0.5100258733
## 871 0.6862801 1.0723594 842.0 0.4156144 0.1875839010 0.5733941392
## 872 0.6639181 1.0473246 742.5 0.4857955 0.6987376833 0.1055323611
## 873 0.6359236 0.9522722 331.5 0.4631524 -1.4817847635 -0.4801724300
## 874 0.6478711 1.0121896 588.0 0.4066225 0.6716261316 -0.2302053790
## 875 0.6847561 1.1205890 900.5 0.3688163 0.1811137596 0.5415079331
## 876 0.6654545 1.1197400 1070.0 0.4656917 2.3538714234 0.1376778601
## 877 0.6054870 0.9789604 417.0 0.5030088 0.5133360935 -1.1169731060
## 878 0.7073880 1.0240107 681.5 0.5333672 -0.7767165743 1.0150164541
## 879 0.6818672 1.0269788 726.5 0.5694792 0.2592853636 0.4810668545
## 880 0.6182949 0.9348008 271.5 0.4954481 -1.1158760116 -0.8490036751
## 881 0.6182965 0.9769722 423.0 0.4476206 0.9101869307 -0.8489694691
## 882 0.7771989 1.1475719 1167.5 0.4620957 -0.4683666372 2.4756105443
## 883 0.6595575 0.9907825 596.5 0.4953868 0.0979070153 0.0142979406
## 884 0.6778929 1.0645718 798.5 0.4419503 0.3436961400 0.3979154409
## 885 0.6994912 1.0838671 860.5 0.4752486 0.1686799722 0.8497974152
## 886 0.6737796 0.9802394 497.0 0.5918837 -1.1049026900 0.3118558742
## 887 0.6542182 1.0394147 712.5 0.4840320 0.8284914024 -0.0974114951
## 888 0.6418283 0.9755260 400.0 0.4262507 -0.6389488015 -0.3566350639
## 889 0.5780317 0.9490379 327.0 0.4859572 1.2931914386 -1.6913969162
## 890 0.6502947 1.0142826 636.0 0.5346524 0.3667768321 -0.1794988772
## 891 0.6673072 1.0434249 713.5 0.3922937 -0.2658256127 0.1764386421
## 892 0.6531019 1.1391067 1027.0 0.3364565 1.6399193712 -0.1207665640
## 893 0.6326360 0.9696641 432.5 0.5293721 0.6028105783 -0.5489571986
## 894 0.6050972 0.9549521 297.0 0.4028809 0.1659841777 -1.1251275899
## 895 0.6081565 0.9806271 445.5 0.3970327 0.5770711816 -1.0611203975
## 896 0.6182717 0.9565473 274.0 0.3621989 -0.3319821835 -0.8494879484
## 897 0.7157865 1.0885405 946.0 0.4775822 -0.3909777923 1.1907305207
## 898 0.6791111 1.0855263 891.0 0.4288727 0.8881261861 0.4234026492
## 899 0.7275281 1.0949634 948.0 0.4245992 -0.4715238730 1.4363902040
## 900 0.6941419 1.0869774 838.5 0.4314687 -0.3665867274 0.7378789391
## 901 0.6020293 1.0178367 568.5 0.3402776 1.6814206202 -1.1893147256
## 902 0.6961131 1.0826979 751.5 0.3559683 -0.7855447251 0.7791203635
## 903 0.7748721 1.2073358 1487.5 0.4304760 1.0673670216 2.4269286574
## 904 0.6534247 1.0641791 746.5 0.4204198 -0.1182354955 -0.1140133246
## 905 0.6392334 0.9812271 400.0 0.4163266 -0.8147921533 -0.4109256289
## 906 0.6461799 1.0217150 655.0 0.4761813 0.9101895673 -0.2655898888
## 907 0.6696141 0.9916082 523.5 0.4665249 -1.0896479535 0.2247057091
## 908 0.5944928 0.9570258 318.5 0.4706485 0.6335880506 -1.3469957773
## 909 0.6986099 1.0620009 781.0 0.4714503 -0.3929828562 0.8313588959
## 910 0.6279826 0.9725789 447.0 0.4338250 -0.2441331460 -0.6463150353
## 911 0.6486411 1.0028033 503.5 0.4259787 -0.0935312141 -0.2140961624
## 912 0.6907402 1.0650240 769.5 0.4927657 -0.3558345085 0.6667079571
## 913 0.6620000 1.0270550 635.5 0.4843799 -0.3769303016 0.0654013232
## 914 0.6507322 1.0709585 837.5 0.4446633 1.7580300462 -0.1703443672
## 915 0.6713732 1.0061951 525.0 0.3996896 -1.4913915712 0.2615088796
## 916 0.6433624 0.9865574 482.0 0.4242040 -0.3709004697 -0.3245384788
## 917 0.7055809 1.0576966 841.0 0.5913325 -0.2582779015 0.9772069666
## 918 0.6580110 1.0166408 576.5 0.4064272 -0.1802391995 -0.0180561144
## 919 0.6219119 1.0434587 659.0 0.4177911 0.8533901594 -0.7733276612
## 920 0.6655153 1.0280458 653.0 0.4788799 0.7316637819 0.1389480595
## 921 0.6425045 0.9672148 397.0 0.4076953 -0.6776656859 -0.3424855820
## 922 0.6127717 0.9433326 276.5 0.4165757 -0.1925466656 -0.9645600016
## 923 0.6538240 1.0165570 622.0 0.5777297 0.3732184516 -0.1056574495
## 924 0.6270791 0.9932862 439.5 0.3732410 0.2862153519 -0.6652196361
## 925 0.7486788 1.0932785 959.0 0.4807115 -1.0979322280 1.8789086924
## 926 0.6603511 0.9885387 500.5 0.4626576 -0.6472831164 0.0309022104
## 927 0.6100905 0.9816441 441.0 0.4309930 -0.0235705076 -1.0206576104
## 928 0.7889523 1.1998571 1341.5 0.4262879 -0.3822498006 2.7215163753
## 929 0.6277129 0.9645103 380.5 0.4932704 -0.6764688590 -0.6519596584
## 930 0.5872170 0.9796204 449.5 0.3791843 1.4380708549 -1.4992193060
## 931 0.6939683 1.0880748 761.5 0.3493353 -0.4620978938 0.7342461011
## 932 0.6931202 1.0502467 773.0 0.5005330 -0.2224099948 0.7165026223
## 933 0.6529474 1.0126514 601.5 0.5694477 -0.8792052689 -0.1239980721
## 934 0.6537684 1.0080569 516.0 0.3663914 -0.9516315905 -0.1068213053
## 935 0.6425339 1.0128465 601.5 0.5277338 0.3550499177 -0.3418706795
## 936 0.6112713 0.9571707 316.5 0.4672325 -0.7513871715 -0.9959524744
## 937 0.6354694 1.0051160 524.5 0.4360527 0.2979143613 -0.4896767495
## 938 0.7060519 1.0973757 948.5 0.4489173 0.0531635296 0.9870614607
## 939 0.6405193 1.0021580 565.0 0.4190136 0.2647970318 -0.3840203837
## 940 0.6558350 1.0087500 538.0 0.4102491 -0.3916221183 -0.0635841492
## 941 0.6725268 1.0302635 615.0 0.4609780 -0.2074100870 0.2856450379
## 942 0.6577629 1.0141892 597.5 0.4499009 -0.6078066526 -0.0232471417
## 943 0.6875000 1.1331558 1132.5 0.4599998 1.6083044308 0.5989162863
## 944 0.6154699 0.9919318 420.5 0.3971229 -0.0627718895 -0.9081082505
## 945 0.6882893 1.0655102 827.0 0.4625832 -0.0031393889 0.6154306168
## 946 0.6574645 1.0464354 812.5 0.5662650 1.1438392093 -0.0294913903
## 947 0.6770289 1.0302996 659.5 0.4009795 -1.1206139812 0.3798380083
## 948 0.6060690 0.9898818 431.5 0.4170602 0.3907292818 -1.1047964729
## 949 0.6667616 1.0402662 710.0 0.4882639 0.3683212307 0.1650243919
## 950 0.6816701 1.0778698 853.0 0.5185310 0.5031370297 0.4769426604
## 951 0.6445714 1.0216229 600.5 0.3584252 0.0764958248 -0.2992419569
## 952 0.6879204 1.0793981 859.5 0.4613791 0.3450281291 0.6077128931
## 953 0.6037356 0.9344357 195.0 0.3758971 -0.1508151031 -1.1536148355
## 954 0.7003464 1.0208014 698.0 0.5819960 -0.3568185922 0.8676910889
## 955 0.6442361 1.0112007 561.0 0.4014475 -0.0569884974 -0.3062583224
## 956 0.5758630 0.9460699 293.5 0.4854520 0.8162190121 -1.7367705515
## 957 0.7847289 1.1941581 1298.5 0.3912590 0.3784124374 2.6331545687
## 958 0.6566860 1.0239991 585.0 0.4145440 -0.0350581025 -0.0457780376
## 959 0.6074335 1.0294183 639.5 0.3871560 1.2464835375 -1.0762467949
## 960 0.6323404 1.0169151 545.5 0.3993697 -0.3504528382 -0.5551409034
## 961 0.7182831 1.0520415 857.5 0.5110895 -1.0292243870 1.2429645710
## 962 0.7156483 1.0677479 842.0 0.5354212 -0.4528332851 1.1878391037
## 963 0.6598813 1.0520833 720.5 0.4020524 0.1401596980 0.0210726173
## 964 0.6760000 1.0737186 916.5 0.5439846 0.8158267689 0.3583114990
## 965 0.6468298 1.0099278 564.5 0.4914414 -0.5075403513 -0.2519917308
## 966 0.6153426 0.9298514 236.0 0.4479817 -0.8844348771 -0.9107717300
## 967 0.6865962 1.0280668 714.0 0.5868046 -0.5109083041 0.5800072193
## 968 0.6129455 0.9725461 432.0 0.4456024 0.7969514014 -0.9609247032
## 969 0.6145374 0.9649394 370.0 0.4416941 0.0870211752 -0.9276176304
## 970 0.6631455 1.0441246 687.5 0.4592980 0.1394436143 0.0893684871
## 971 0.6371564 1.0039691 576.5 0.4257754 -0.1434403210 -0.4543793286
## 972 0.6831858 1.1217695 1062.5 0.4020228 1.6981300480 0.5086547751
## 973 0.6675221 1.0838967 774.5 0.3545591 -0.5430661327 0.1809355296
## 974 0.6424929 1.0454234 743.5 0.4939333 0.8431272787 -0.3427288814
## 975 0.6624222 1.0248674 670.0 0.4993266 0.6921968304 0.0742343328
## 976 0.6341001 0.9893500 477.0 0.3886913 -0.4845629362 -0.5183239818
## 977 0.5932615 0.9655590 349.0 0.4779366 0.5126402455 -1.3727571875
## 978 0.6881282 1.0596579 854.0 0.5081674 0.0204099770 0.6120601289
## 979 0.5705537 0.9285103 174.5 0.4862340 0.1974982665 -1.8478521124
## 980 0.6436718 0.9767029 465.5 0.4212097 -0.6129998276 -0.3180648299
## 981 0.7049226 1.0548091 892.0 0.5914039 0.4890015621 0.9634355553
## 982 0.5613839 0.9101303 99.0 0.4455713 0.4846538765 -2.0397037607
## 983 0.6610597 1.0036948 589.0 0.5975125 0.3351225202 0.0457285143
## 984 0.6922861 1.0963855 938.5 0.3826253 0.2375421086 0.6990521284
## 1014 0.6427644 1.0391528 709.0 0.5177049 0.2553841254 -0.3370498441
## 1015 0.7577751 1.1874698 1203.5 0.3196075 -0.1030623612 2.0692232609
## 1016 0.6776508 1.0310926 625.0 0.3408818 -1.4803124031 0.3928500134
## 1017 0.6942529 1.0770298 833.0 0.5387894 -0.2323105933 0.7402009565
## 1018 0.6890488 1.0804420 870.5 0.4164520 -0.7544609573 0.6313197045
## 1019 0.7102926 1.0128387 689.0 0.4365229 -1.6057685382 1.0757862080
## 1020 0.6814854 1.0727821 851.5 0.4308301 -0.4539337686 0.4730769624
## 1021 0.6980764 1.0610808 755.5 0.3641823 -1.1770232853 0.8201970979
## 1022 0.7452229 1.1550866 1262.0 0.4354576 0.6532043296 1.8066043976
## 1023 0.6369543 1.0095905 558.0 0.5025953 -0.5551840575 -0.4586095007
## 1024 0.6577927 0.9930733 487.5 0.4098314 -1.8362667976 -0.0226242250
## 1025 0.7501390 1.1236245 1069.5 0.4936924 -1.4664484608 1.9094584701
## 1026 0.6349724 1.0339857 665.0 0.3514885 0.2851553171 -0.5000742532
## 1027 0.6139523 0.9705496 352.5 0.3980922 -0.9045076978 -0.9398607816
## 1028 0.6557740 1.0272094 639.5 0.4125169 -0.4628572763 -0.0648595182
## 1029 0.6681271 1.0866837 831.0 0.3427171 -0.5362715609 0.1935924923
## 1030 0.7347898 1.0989504 1017.0 0.3995051 -0.8266566157 1.5883213130
## 1031 0.6620559 1.0202286 552.0 0.3803800 -1.9518895565 0.0665702855
## 1032 0.6435077 1.0267555 673.5 0.4176832 0.1539039795 -0.3214979474
## 1033 0.6708691 1.0653545 833.0 0.3837093 0.3235822110 0.2509619849
## 1034 0.6419271 1.0041489 555.0 0.4027870 -0.4709867388 -0.3545673590
## 1035 0.5948553 0.9512843 269.0 0.4003919 -0.2984863780 -1.3394104113
## 1036 0.6954660 1.0561878 848.0 0.3999675 -0.9307881524 0.7655820710
## 1037 0.6184244 0.9793014 397.0 0.3861268 -0.7366776179 -0.8462935447
## 1038 0.6854818 1.0661148 849.5 0.3997831 -0.6708933765 0.5566902244
## 1039 0.7063382 1.1269732 1035.5 0.3569316 -0.3603890656 0.9930525175
## 1040 0.6464296 1.0214286 533.5 0.3512278 -0.5972154622 -0.2603649233
## 1041 0.6718435 1.0574578 730.0 0.4671046 -0.3044211940 0.2713494656
## 1042 0.6826652 1.0754241 810.0 0.4251863 -0.0954777592 0.4977610318
## 1043 0.6872796 1.0617854 795.5 0.4664440 -0.6833945033 0.5943056947
## 1044 0.7665606 1.1759594 1173.0 0.3438506 -1.6071462547 2.2530344820
## 1045 0.6523835 1.0671676 741.0 0.3360590 -0.4319220295 -0.1357965227
## 1046 0.7630870 1.1385961 1057.0 0.4495473 -1.3154249193 2.1803602430
## 1047 0.6566347 1.0441176 690.0 0.4456842 -0.4451196332 -0.0468513356
## 1048 0.6985353 1.0124283 592.5 0.3723286 -2.0082287751 0.8297982611
## 1049 0.6892773 1.0868244 906.0 0.4140244 -0.7858878000 0.6361018287
## 1050 0.6894682 1.0998925 970.5 0.3944518 -0.4126746458 0.6400963160
## 1051 0.7562482 1.2064755 1441.0 0.4204502 0.7680169509 2.0372777503
## 1052 0.6517641 1.0108889 543.0 0.4315901 -1.0691244352 -0.1487563495
## 1053 0.6473793 0.9966873 505.5 0.4479978 -1.1688771039 -0.2404942693
## 1054 0.6409987 0.9951540 498.5 0.5038249 -0.7368690793 -0.3739914335
## 1055 0.6281315 1.0331133 641.0 0.4190797 0.3302672701 -0.6432001953
## 1056 0.7101124 1.0802252 799.0 0.3303162 -2.0316954058 1.0720155872
## 1057 0.6704362 1.0401943 689.0 0.3578074 -0.8898832528 0.2419045471
## 1058 0.6937137 1.0807221 839.0 0.3569356 -0.7448534728 0.7289192944
## 1059 0.7459459 1.1159253 1003.5 0.3967936 -1.6219106661 1.8217314509
## 1060 0.6733500 1.0309278 568.0 0.3378123 -2.1446526952 0.3028686611
## 1061 0.7110929 1.0897857 941.0 0.3829270 -0.5000152452 1.0925314617
## 1062 0.6180773 1.0118162 546.5 0.3881596 0.2188743093 -0.8535557100
## 1063 0.7129477 1.1197784 970.0 0.3111154 -1.2073804290 1.1313361504
## 1064 0.6187448 0.9871941 417.0 0.3941541 -0.3640494098 -0.8395903560
## 1065 0.6522705 1.0009096 565.0 0.3793134 -1.1183142532 -0.1381611287
## 1066 0.6183575 0.9793371 387.5 0.3688032 -0.8112257405 -0.8476940973
## 1067 0.6557864 1.0291316 654.5 0.4403150 -0.5306357932 -0.0646016247
## 1068 0.6757266 1.1149281 966.5 0.3420803 -0.2499969575 0.3525911250
## 1069 0.6403637 1.0209392 523.5 0.3600961 -0.3016015181 -0.3872758077
## 1070 0.6946272 1.0352811 686.0 0.4590568 -1.5439569250 0.7480325256
## 1071 0.6893593 1.0942817 864.5 0.4442458 -0.3833249165 0.6378161748
## 1072 0.6983380 1.0636649 785.5 0.4225652 -1.1104850279 0.8256695635
## 1073 0.7419355 1.1389013 1099.0 0.3097556 -1.9820108277 1.7378239401
## 1074 0.6407585 1.0511171 708.0 0.3878033 -0.1774718387 -0.3790156576
## 1075 0.7321480 1.1192607 978.5 0.4253075 -1.3110820363 1.5330482254
## 1076 0.6571034 1.0465545 666.0 0.4205031 -0.8315765246 -0.0370450930
## 1077 0.6920415 1.0255428 652.5 0.3561921 -1.4671203777 0.6939347257
## 1078 0.7154173 1.1419767 1108.0 0.4424866 -0.3279806353 1.1830054554
## 1079 0.6936464 1.0525529 724.0 0.3925283 -1.8331839716 0.7275124073
## 1080 0.6484127 1.0676540 867.5 0.5170259 1.2976870103 -0.2188743123
## 1081 0.6805103 1.0632082 807.0 0.5071308 -0.7082113952 0.4526770078
## 1082 0.6575987 1.0079331 561.0 0.4345409 -1.1838174268 -0.0266824296
## 1083 0.6273734 1.0107562 581.5 0.4948894 -0.0006906201 -0.6590614128
## 1084 0.6468630 1.0370770 680.0 0.3530564 -0.4993325255 -0.2512974237
## 1085 0.6894879 1.0294683 705.5 0.5237578 -0.8087454058 0.6405068244
## 1086 0.6875173 1.0683287 743.0 0.3771360 -1.2860501890 0.5992782112
## 1087 0.6368146 0.9661799 367.5 0.4507662 -1.7266397442 -0.4615310819
## 1088 0.6300108 1.0369357 618.0 0.3559719 -0.2381523633 -0.6038809746
## 1089 0.6606299 1.0668070 801.0 0.3586110 -0.5514059885 0.0367363229
## 1090 0.6966539 1.0708410 789.5 0.4216358 -1.7666164276 0.7904349196
## 1091 0.7095905 1.0609280 824.0 0.3854851 -1.4234760383 1.0610975213
## 1092 0.6296594 1.0262456 608.5 0.4025178 0.2439773993 -0.6112331898
## 1093 0.6721533 1.0711740 834.5 0.4039301 -0.4234154082 0.2778295110
## 1094 0.6544841 1.0835701 798.0 0.3533048 0.0940796263 -0.0918471736
## 1095 0.6575377 1.0220406 639.0 0.3568250 -0.6818711252 -0.0279598527
## 1096 0.6241007 0.9952975 480.0 0.3869457 -0.9405694366 -0.7275333152
## 1097 0.6391866 0.9871539 487.5 0.4191590 -0.6338632493 -0.4119043922
## 1098 0.6826331 1.1025196 941.0 0.4000445 -0.0106968474 0.4970892694
## 1099 0.6410927 1.0511539 678.5 0.3894548 0.7378546183 -0.3720243394
## 1100 0.6635018 1.0709483 786.0 0.3912782 -0.3054530875 0.0968225329
## 1101 0.6217883 0.9708759 399.5 0.5369038 -0.9656846242 -0.7759144557
## 1102 0.7542512 1.1447641 1097.5 0.3307535 -2.1954809739 1.9954959832
## 1103 0.6722426 1.0142408 626.5 0.5050926 -0.8880888673 0.2796975664
## 1104 0.6707054 1.1017930 914.5 0.4736035 -0.1857657108 0.2475378684
## 1105 0.7131082 1.0649547 823.5 0.2962167 -1.7002397502 1.1346953594
## 1106 0.7204364 1.1692778 1122.0 0.3926350 -0.1388520250 1.2880178001
## 1107 0.7171631 1.1229882 941.5 0.3375696 -1.4438353198 1.2195327050
## 1108 0.6068615 0.9822366 514.0 0.5463013 1.1934106648 -1.0882149566
## 1109 0.6208443 1.0069659 521.0 0.4502856 -0.3164526658 -0.7956640599
## 1110 0.6417755 1.0123004 560.0 0.3690371 -0.6685101858 -0.3577397104
## 1111 0.6556503 1.0316206 667.0 0.4761211 -0.5362901980 -0.0674476722
## 1112 0.6655108 1.0788944 831.0 0.3753361 -0.2058291770 0.1388548867
## 1113 0.6752114 1.0121874 620.5 0.4750550 -1.1795890209 0.3418126323
## 1114 0.7402003 1.1474572 1056.5 0.3520859 -1.4209576298 1.7015198631
## 1115 0.7060295 1.0631663 789.0 0.3809873 -1.6069434408 0.9865923740
## 1116 0.6318511 1.0138097 550.0 0.3752801 -0.9160923842 -0.5653789447
## 1117 0.6644168 1.0661430 756.5 0.3290347 -0.7376737251 0.1159669645
## 1118 0.6468178 1.0829257 810.5 0.3721861 -0.0862050868 -0.2522428293
## 1119 0.7429628 1.1214084 983.0 0.3835053 -2.1590244189 1.7593166108
## 1120 0.7221140 1.1200369 1005.0 0.3559248 -1.3122972067 1.3231167633
## 1121 0.6882707 1.0971402 865.0 0.3243359 -0.2688903377 0.6150414061
## 1122 0.6640854 1.0616393 793.0 0.3899385 -0.4613520919 0.1090333749
## 1123 0.6370206 1.0542599 684.0 0.3768720 -0.3067216779 -0.4572222567
## 1124 0.6323174 0.9563579 352.5 0.3931260 -1.6548464846 -0.5556233132
## 1125 0.6045301 0.9583875 322.5 0.4235125 -0.4959411707 -1.1369934779
## 1126 0.6929355 1.0927012 864.0 0.3529538 -1.0494080027 0.7126396543
## 1127 0.7316456 1.1433713 1105.5 0.4350671 -0.7801827657 1.5225367549
## 1128 0.5897079 0.9541222 303.5 0.4470622 0.5326507748 -1.4471046494
## 1129 0.6741047 1.0686000 769.0 0.3705253 -1.1479193705 0.3186573863
## 1130 0.6588017 1.0261786 644.5 0.4903040 -0.7432412207 -0.0015140753
## 1131 0.6763130 1.0128877 593.5 0.4150561 -1.7140134386 0.3648594834
## 1132 0.7192277 1.1167144 1035.5 0.4241464 -0.8752448694 1.2627276333
## 1133 0.6508020 1.0590879 755.0 0.4209474 -0.0330377605 -0.1688850062
## 1134 0.6941208 1.1011853 965.5 0.3200943 0.2360920867 0.7374384139
## 1135 0.6766401 1.0625695 809.5 0.4041333 -0.1761381101 0.3717044352
## 1136 0.6283044 1.0205526 581.5 0.3725448 -0.2700996763 -0.6395831340
## 1137 0.6876697 1.0678532 795.5 0.4096118 -0.5428473530 0.6024677114
## 1138 0.6237729 0.9803856 366.0 0.4265288 -1.5017034575 -0.7343923378
## 1139 0.6905101 1.0987817 847.0 0.3212468 -0.7057660958 0.6618944187
## 1140 0.6528239 1.0455154 720.5 0.5121649 0.3933498793 -0.1265820431
## 1141 0.6876344 1.1048185 920.0 0.3283234 -0.5798819409 0.6017284040
## 1142 0.6794907 1.0502293 779.5 0.4056529 -0.2964462639 0.4313434823
## 1143 0.7008740 1.1004007 872.0 0.3417114 -1.1920779828 0.8787287328
## 1144 0.6841248 1.0612131 765.0 0.3746590 -1.0042157728 0.5283004633
## 1145 0.6179197 0.9629869 328.5 0.3568926 -1.4294070154 -0.8568541826
## 1146 0.6846772 1.0828395 786.0 0.3230826 -1.5897630873 0.5398571402
## 1147 0.6880556 1.1019028 930.5 0.3850528 -0.2587772451 0.6105397060
## 1148 0.6594711 1.0389377 648.0 0.4253865 -0.9824362288 0.0124918681
## 1149 0.7070151 1.0809969 900.0 0.4610973 -1.0448065484 1.0072148833
## 1150 0.6627971 1.0313636 636.0 0.4342193 -0.9375098587 0.0820789064
## 1151 0.6899351 1.0595716 786.0 0.4132250 -1.3810835783 0.6498630934
## 1152 0.6343759 1.0158802 578.0 0.4631163 -0.0465782689 -0.5125551240
## 1153 0.6669312 1.0037618 557.5 0.4022537 -1.4668966137 0.1685730102
## 1154 0.6513907 1.0513706 685.0 0.3267258 -0.2011693146 -0.1565675045
## 1155 0.6672158 1.0220027 632.0 0.4519913 -1.3945809640 0.1745274254
## 1156 0.7307164 1.0748830 853.0 0.4160126 -2.1391575935 1.5030974127
## 1157 0.6384062 1.0727295 725.5 0.4132232 0.7493616886 -0.4282311729
## 1158 0.6849687 1.0906863 931.0 0.4772633 0.0217240963 0.5459569027
## 1159 0.7423019 1.1656197 1136.5 0.4210940 0.0634630949 1.7454910591
## 1160 0.6552376 1.0074181 553.0 0.4328435 -0.9581636928 -0.0760830583
## 1161 0.7405498 1.1667059 1188.5 0.3774574 -0.4720413392 1.7088330364
## 1162 0.6668428 1.0523192 727.5 0.4072542 -0.7983447377 0.1667231485
## 1163 0.6581705 1.0886944 844.0 0.3751374 0.2902797268 -0.0147202813
## 1164 0.6542031 1.0035302 552.5 0.3653634 -0.6393211241 -0.0977260206
## 1165 0.6676696 1.0464617 693.0 0.3595915 -0.7071961482 0.1840212459
## 1166 0.6264507 1.0395370 636.5 0.3695113 0.0738752274 -0.6783657726
## 1167 0.7479082 1.1484615 1204.0 0.3838550 -0.8249766252 1.8627867072
## 1168 0.6600054 1.0353478 601.0 0.3580889 -1.5141804189 0.0236700135
## 1169 0.6871445 1.0298028 616.0 0.4128971 -1.4101374417 0.5914780911
## 1170 0.6124389 0.9854303 428.5 0.4617663 -0.2613055772 -0.9715238830
## 1171 0.6477423 1.0330261 662.0 0.4964882 -0.5513035941 -0.2329009899
## 1172 0.6760125 1.0406476 671.0 0.3954134 -1.1665882360 0.3585722113
## 1173 0.6242188 0.9998885 460.5 0.3628989 -0.6810779565 -0.7250638612
## 1174 0.6740223 1.0770760 797.0 0.4124569 -0.6425088568 0.3169347224
## 1175 0.6191601 0.9658699 357.5 0.4481828 -0.8988066023 -0.8309016183
## 1176 0.7240382 1.1147521 911.5 0.3321891 -1.8714101238 1.3633738380
## 1177 0.7198725 1.1368862 1045.0 0.4325860 -0.8588758367 1.2762195505
## 1178 0.7089487 1.0706534 790.5 0.4079807 -0.8275668696 1.0476701628
## 1179 0.6483311 1.0191638 600.0 0.4471645 -0.2543788671 -0.2205813566
## 1180 0.7220716 1.1043919 939.5 0.3430792 -1.6638297993 1.3222283296
## 1181 0.6134231 0.9363032 290.5 0.4624656 -0.9153256270 -0.9509312561
## 1182 0.6106709 0.9438537 310.5 0.5672986 -0.5578507785 -1.0085142359
## 1183 0.6743009 1.0347714 713.0 0.4000399 -0.6866464474 0.3227633362
## 1184 0.6588977 1.0740351 763.0 0.3257941 -0.4091022930 0.0004950259
## 1185 0.6301449 1.0314073 596.0 0.4128083 -0.1567127070 -0.6010754537
## 1186 0.7608392 1.1125169 993.5 0.3728932 -2.0396224601 2.1333296076
## 1187 0.6895485 1.1088109 860.5 0.4186094 0.2693130916 0.6417762986
## 1188 0.6878597 1.1111615 998.5 0.3844366 0.0970539599 0.6064417259
## 1189 0.6953544 1.0900095 868.0 0.4599337 0.2585941283 0.7632467953
## 1190 0.6733940 1.0269285 569.5 0.4202541 -1.6220143614 0.3037878149
## 1191 0.7973094 1.2025301 1310.5 0.3300896 -1.1876082847 2.8963659759
## 1192 0.6790486 1.0810037 794.0 0.3374828 -1.5741611503 0.4220955581
## 1193 0.6854473 1.1128485 869.0 0.3386615 -0.6021446790 0.5559701859
## 1194 0.6279136 1.0098814 510.0 0.3715832 0.2406406582 -0.6477599017
## 1195 0.6683812 1.0431386 673.0 0.3567795 -1.3059021384 0.1989089159
## 1196 0.6786421 1.0763709 800.0 0.3294668 -0.6322566654 0.4135909705
## 1197 0.7339399 1.1162738 1010.5 0.3642395 -1.1942895201 1.5705389919
## 1198 0.6876735 1.0583121 688.5 0.3715756 -1.6726716291 0.6025465881
## 1199 0.6577729 1.0060067 511.0 0.4265774 -1.1113530768 -0.0230379322
## 1200 0.6483604 1.0126697 485.0 0.3570842 -1.6588638018 -0.2199677292
## 1201 0.6660189 1.0689050 741.0 0.3542736 -0.7703051123 0.1494849217
## 1202 0.6906061 1.0489015 670.5 0.3642819 -1.4449746558 0.6639035904
## 1203 0.6448879 1.0160619 482.5 0.3445146 -1.0708453595 -0.2926203391
## 1204 0.7255937 1.1287695 945.5 0.3441823 -1.0699389094 1.3959179192
## 1205 0.6656543 1.0131579 544.5 0.4198005 -1.8177057132 0.1418578801
## 1206 0.7442726 1.1477024 1001.0 0.2946902 -1.9013739928 1.7867219311
## 1207 0.7340582 1.1380825 996.0 0.3306922 -1.1816641543 1.5730138470
## 1208 0.6721698 1.0794959 769.5 0.4697981 0.3975190116 0.2781756962
## 1209 0.6476714 1.0062737 482.0 0.4279267 -0.5937203614 -0.2343840533
## 1210 0.7038066 1.0684885 786.5 0.3668335 -1.4624232261 0.9400857768
## 1211 0.7016419 1.0370803 688.5 0.3465204 -2.6567480376 0.8947946387
## 1212 0.7107558 1.0686459 807.0 0.5309848 -1.1917647742 1.0854780402
## 1213 0.6814593 1.0519525 704.0 0.3853619 -1.6503714697 0.4725317714
## 1214 0.6643760 1.0362269 599.5 0.3446628 -1.2163883262 0.1151130086
## 1215 0.6823807 1.0585044 749.5 0.4544382 -0.4431382163 0.4918089056
## 1216 0.7731425 1.1796264 1129.0 0.3350618 -1.7128460854 2.3907421728
## 1217 0.6683597 1.0738719 740.0 0.4048856 0.5140175460 0.1984604807
## 1218 0.7152758 1.1120084 960.5 0.3545048 -0.3673077983 1.1800453144
## 1219 0.7007688 1.0767586 797.0 0.4294348 -0.5412539618 0.8765276773
## 1220 0.7345001 1.1333496 969.0 0.3830364 -1.1794378884 1.5822606942
## 1221 0.7423935 1.1329686 1023.5 0.3739936 -1.3515661275 1.7474068157
## 1222 0.6778913 1.0630836 725.5 0.3166355 -0.6535437915 0.3978805327
## 1223 0.7033438 1.1418055 991.0 0.2995047 -0.3308148054 0.9304029942
## 1224 0.6624167 1.0372049 575.5 0.3195817 -0.7784969982 0.0741193932
## 1225 0.6428198 1.0275832 628.5 0.3955180 -0.5633337291 -0.3358888953
## 1226 0.6830586 1.0538194 719.0 0.3404702 -0.7916677114 0.5059917046
## 1227 0.7388483 1.0950467 974.5 0.3755109 -1.3928067987 1.6732341816
## 1228 0.6867925 1.1003978 829.0 0.2990318 -1.5660225895 0.5841128745
## 1229 0.7167862 1.1088738 922.5 0.3885248 -0.7753049302 1.2116472726
## 1230 0.6745176 1.0679856 705.0 0.3714504 -1.0851423034 0.3272963629
## 1231 0.6924351 1.0551646 720.5 0.4033614 -1.3826161827 0.7021696072
## 1232 0.7147381 1.0663182 768.0 0.4355005 -1.3133551198 1.1687950878
## 1233 0.6811154 1.0342262 610.0 0.3695311 -1.5802794819 0.4653368153
## 1234 0.7108295 1.0561874 778.0 0.4514117 -0.9719510204 1.0870195665
## 1235 0.6743221 1.0192483 563.5 0.4255170 -1.8575462100 0.3232058127
## 1236 0.7085554 1.0826485 785.5 0.3503030 -1.7479193545 1.0394406316
## 1237 0.6973427 1.1290590 971.0 0.3600619 -0.5105477336 0.8048458930
## 1238 0.6479549 1.0446804 634.0 0.4404698 0.1878199881 -0.2284531530
## 1239 0.6422364 1.0235053 530.0 0.4041926 -0.2109344001 -0.3480961076
## 1240 0.6808270 1.0498718 698.5 0.4047366 -1.0744485578 0.4593019315
## 1241 0.6505586 0.9769515 398.0 0.3735910 -2.5191239304 -0.1739777052
## 1242 0.7048048 1.1111528 869.5 0.4054847 -0.9573067741 0.9609701019
## 1243 0.7514188 1.1327791 1012.5 0.3385661 -2.2252622624 1.9362362375
## 1244 0.6604664 1.0230388 511.5 0.3104956 -2.0165538621 0.0333152636
## 1245 0.6995933 1.0732861 787.0 0.4225152 -1.0582975121 0.8519333460
## 1246 0.7456239 1.1294301 964.5 0.3041876 -2.4495476291 1.8149944192
## 1247 0.6592527 1.0692063 689.0 0.3436750 0.3099231156 0.0079212378
## 1248 0.7218449 1.1154913 986.0 0.3589402 -0.8390989921 1.3174863525
## 1249 0.6594804 1.0448747 681.0 0.4277256 -0.3476460763 0.0126853561
## 1250 0.6216069 0.9664627 301.5 0.3232572 -1.2976501797 -0.7797083683
## 1251 0.7251331 1.0757098 835.5 0.4105113 -1.4019105038 1.3862816546
## 1252 0.7170230 1.1432884 1074.0 0.3547185 -0.6852565175 1.2166021091
## 1253 0.7096225 1.1553329 1058.0 0.3263516 -0.0770879125 1.0617662687
## 1254 0.6631031 1.0237123 545.5 0.3474259 -1.2508029900 0.0884799288
## 1255 0.6752331 1.0326223 677.0 0.3557850 -1.4691895805 0.3422653813
## 1256 0.6674260 1.0811462 769.5 0.3102826 -0.5856919648 0.1789242713
## 1257 0.7524832 1.1406997 1174.0 0.3384552 -0.9984237540 1.9585053456
## 1258 0.6523250 1.0486845 663.5 0.3393855 -0.6808781130 -0.1370213691
## 1259 0.7518797 1.1364952 1077.5 0.3453894 -1.8994285855 1.9458783597
## 1260 0.7471879 1.1069859 920.5 0.3840671 -2.2646013458 1.8477147923
## 1261 0.6472401 0.9960622 475.5 0.3610309 -1.2968513880 -0.2434086165
## 1262 0.7390005 1.1125028 964.5 0.4167559 -1.9530132856 1.6764186549
## 1263 0.7589907 1.1184715 952.5 0.4077696 -2.5810707604 2.0946562255
## 1264 0.7215227 1.1568055 1080.0 0.4000872 -0.2887354103 1.3107443779
## 1265 0.7430657 1.1466427 1047.0 0.3853666 -1.1041074906 1.7614703602
## 1266 0.7068239 1.0873145 824.5 0.3988995 -1.2186218062 1.0032144665
## 1267 0.7103197 1.1485209 1020.0 0.2778717 -1.0947135328 1.0763533018
## 1268 0.7295152 1.1355401 1045.5 0.4206615 -0.6706302830 1.4779641757
## 1269 0.6635071 1.0163128 522.5 0.3651237 -2.0766173551 0.0969332920
## 1270 0.6543950 1.0689042 752.0 0.3532382 0.1306806166 -0.0937121464
## 1271 0.6220120 0.9144319 132.5 0.4447210 -2.5249689375 -0.7712348279
## 1272 0.6785026 1.0564108 724.0 0.3941193 -1.3669016614 0.4106715973
## 1273 0.6858653 1.0296861 615.5 0.4126649 -1.7891570735 0.5647154897
## 1274 0.7070509 1.0954611 785.5 0.2888460 -2.2495212066 1.0079637429
## 1275 0.6899688 1.0745119 824.0 0.4326172 -1.3913439317 0.6505692168
## 1276 0.7251544 1.1220832 922.5 0.2794342 -2.2613363706 1.3867276550
## 1277 0.6654867 1.0556369 650.0 0.3243998 -0.2681566396 0.1383511394
## 1278 0.7035775 1.1236917 970.0 0.3505953 -0.6706994598 0.9352925074
## 1279 0.6876386 1.0618640 745.5 0.3705410 -1.3788355318 0.6018156981
## 1280 0.6153215 0.9972967 405.5 0.3454455 -0.8204434657 -0.9112139807
## 1281 0.6664743 1.0560680 669.5 0.3931046 -1.0916165922 0.1590137831
## 1282 0.6690841 1.0424142 700.0 0.4151394 -1.0078820364 0.2136153782
## 1283 0.6295993 1.0048499 460.0 0.3135031 -1.0892577054 -0.6124901981
## 1284 0.6816083 1.0709374 751.5 0.3339316 -1.3580977901 0.4756483576
## 1285 0.6338812 1.0005569 498.0 0.3927933 -0.9635215212 -0.5229039505
## 1286 0.7000571 1.1099520 889.0 0.3549993 -0.8673733547 0.8616374160
## 1287 0.6960227 1.0364108 757.5 0.4564530 -1.3697875070 0.7772301109
## 1288 0.6404915 1.0113430 486.5 0.3744779 -1.6155968343 -0.3846038401
## 1289 0.7277614 1.1131949 961.5 0.3528788 -1.6783675643 1.4412706020
## 1290 0.7396153 1.1321786 1049.5 0.4521072 -1.7246027600 1.6892802195
## 1291 0.6463576 1.0377358 649.5 0.3213308 -0.5212628798 -0.2618710682
## 1292 0.7235119 1.1175081 893.5 0.3777925 -1.4771701611 1.3523629546
## 1293 0.7262314 1.1020700 877.0 0.3060132 -1.9965186406 1.4092603643
## 1294 0.7478544 1.1823033 1150.0 0.3001061 -1.0395316980 1.8616603143
## 1295 0.7355156 1.1758850 1122.0 0.3772921 -1.0962215308 1.6035070338
## 1296 0.7351399 1.1143304 911.5 0.3519106 -1.8034145343 1.5956448442
## 1297 0.7070155 1.0960459 804.5 0.3166371 -1.9058173756 1.0072231578
## 1298 0.7714988 1.1565237 1174.0 0.3704352 -1.9232718252 2.3563516385
## 1299 0.6991597 1.1120750 920.0 0.4130290 -0.7565432436 0.8428615858
## 1300 0.6731619 1.0562163 682.5 0.3373966 -1.8128287100 0.2989314975
## 1301 0.6543528 1.0619353 728.0 0.3623609 0.0324645985 -0.0945944495
## 1302 0.6274353 0.9823569 417.0 0.4356509 -0.6889126883 -0.6577670880
## 1303 0.6435498 1.1050356 806.0 0.3247400 0.3784676602 -0.3206164406
## 1304 0.7382512 1.0740572 835.0 0.4620117 -2.0561704878 1.6607409996
## 1305 0.7148818 1.1102229 827.5 0.2829987 -2.6477097745 1.1718021483
## 1306 0.6946648 1.0714618 755.0 0.3581031 -2.2357885822 0.7488202385
## 1307 0.6856734 1.0687824 745.5 0.3428761 -0.7166357830 0.5606988821
## 1308 0.7324316 1.1180605 962.5 0.4031412 -0.9960200062 1.5389829946
## f3_z f4_z f5_z reb_categories conference
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## 539 -1.6100394199 -1.501170932 0.6767368582 16+ CD
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## 549 0.0564661405 0.367789689 0.4222937771 16+ AT
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## 581 1.5575559991 2.003130233 1.4751067165 16+ MW
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## 1055 0.0334434899 -0.121699997 -0.4316549337 16+ PC
## 1056 0.7589226927 0.464204325 -1.6888734420 16+ AT
## 1057 0.1424848475 0.056296252 -1.2994969227 16+ CD
## 1058 0.7665741417 0.612534533 -1.3118452600 16+ MW
## 1059 1.3086715925 1.222542513 -0.7473073001 16+ AT
## 1060 -0.0002108138 -0.392402627 -1.5827017442 16+ AT
## 1061 0.9061448651 0.990776563 -0.9437101863 16+ AT
## 1062 -0.2945123470 -0.472130114 -0.8695975848 16+ AT
## 1063 1.3680059992 1.098315964 -1.9608278593 16+ PC
## 1064 -0.6736689834 -0.952349162 -0.7846926792 16+ PC
## 1065 -0.4624630865 -0.403527393 -0.9948923066 16+ PC
## 1066 -0.7946607405 -1.061742691 -1.1437558206 16+ MW
## 1067 -0.0278713089 -0.071638552 -0.1308835850 16+ PC
## 1068 1.2933151802 1.085337071 -1.5222504316 16+ CD
## 1069 -0.1540258964 -0.557419983 -1.2670797397 16+ MW
## 1070 0.0668261389 0.045171487 0.1345695184 16+ MW
## 1071 0.9753792673 0.707095040 -0.0752089791 16+ AT
## 1072 0.5039102552 0.414142879 -0.3822867874 16+ CD
## 1073 1.6624801288 1.576680885 -1.9800877780 16+ AT
## 1074 0.3106855552 0.126753101 -0.8746432552 16+ CD
## 1075 1.3600325157 1.129836133 -0.3434449704 16+ CD
## 1076 0.2404253909 -0.028993617 -0.4114941539 16+ CD
## 1077 -0.0831355929 -0.079055062 -1.3223753970 16+ MW
## 1078 1.7098391847 1.610055182 -0.1001259109 16+ MW
## 1079 0.3327950568 0.186085184 -0.8077206046 16+ CD
## 1080 0.5653372669 0.718219806 0.9556260938 16+ PC
## 1081 0.4968764368 0.493870366 0.8154745321 16+ MW
## 1082 -0.3543082924 -0.418360413 -0.2126661584 16+ CD
## 1083 -0.3108353557 -0.342341182 0.6420914694 16+ PC
## 1084 0.0944799379 0.022921956 -1.3667879723 16+ PC
## 1085 -0.0226864580 0.117482463 1.0509752277 16+ MW
## 1086 0.5757280028 0.256542033 -1.0257329231 16+ AT
## 1087 -0.9972681606 -1.135907795 0.0171433030 16+ CD
## 1088 0.0923047926 -0.206989867 -1.3254942086 16+ MW
## 1089 0.5522950132 0.471620835 -1.2881150830 16+ AT
## 1090 0.6144140734 0.428975900 -0.3954506178 16+ AT
## 1091 0.4617640597 0.556910705 -0.9074784217 16+ AT
## 1092 -0.0723136275 -0.242218291 -0.6662319461 16+ AT
## 1093 0.6195424290 0.595847384 -0.6462285203 16+ PC
## 1094 0.8104307705 0.460496069 -1.3632708018 16+ PC
## 1095 -0.1370665454 -0.129116508 -1.3134105801 16+ PC
## 1096 -0.5488854335 -0.718729085 -0.8867905175 16+ MW
## 1097 -0.6742882501 -0.690917171 -0.4305312922 16+ PC
## 1098 1.1022365823 0.990776563 -0.7012628814 16+ CD
## 1099 0.3112523695 0.017359573 -0.8512525057 16+ MW
## 1100 0.6160670899 0.415997007 -0.8254261932 16+ AT
## 1101 -0.9249555697 -1.017243628 1.2371700144 16+ CD
## 1102 1.7527618225 1.571118502 -1.6826792962 16+ AT
## 1103 -0.2571750652 -0.175469698 0.7866069448 16+ CD
## 1104 1.0910470154 0.892507800 0.3406047015 16+ CD
## 1105 0.5237710187 0.555056577 -2.1718490840 16+ MW
## 1106 2.1302507772 1.661970755 -0.8062094742 16+ MW
## 1107 1.4174337075 0.992630691 -1.5861386080 16+ CD
## 1108 -0.7500109447 -0.592648408 1.3702741301 16+ PC
## 1109 -0.3692016631 -0.566690621 0.0103369729 16+ MW
## 1110 -0.2870561805 -0.422068669 -1.1404426944 16+ CD
## 1111 0.0104564044 -0.025285362 0.3762623558 16+ PC
## 1112 0.7384290916 0.582868491 -1.0512254642 16+ PC
## 1113 -0.2887965974 -0.197719229 0.3611625629 16+ MW
## 1114 1.7942334858 1.419080039 -1.3805343856 16+ AT
## 1115 0.4962308291 0.427121773 -0.9711835055 16+ CD
## 1116 -0.2638136834 -0.459151221 -1.0520192089 16+ MW
## 1117 0.5420698032 0.306603479 -1.7070246197 16+ AT
## 1118 0.8005078748 0.506849259 -1.0958414917 16+ CD
## 1119 1.3931055584 1.146523282 -0.9355190558 16+ AT
## 1120 1.3719865042 1.228104896 -1.3261613422 16+ AT
## 1121 1.0193973949 0.708949168 -1.7735770545 16+ AT
## 1122 0.4727167651 0.441954793 -0.8444013771 16+ PC
## 1123 0.3590809373 0.037754976 -1.0294717079 16+ PC
## 1124 -1.1485190440 -1.191531623 -0.7992543413 16+ PC
## 1125 -1.1172643087 -1.302779279 -0.3688694036 16+ MW
## 1126 0.9510422731 0.705240913 -1.3682412731 16+ PC
## 1127 1.7313133721 1.600784544 -0.2052131007 16+ CD
## 1128 -1.1829463781 -1.373236128 -0.0353182312 16+ MW
## 1129 0.5799062336 0.352956669 -1.1193635855 16+ AT
## 1130 -0.0733449404 -0.108721104 0.5771444362 16+ CD
## 1131 -0.2780117602 -0.297842119 -0.4886436479 16+ AT
## 1132 1.3208222550 1.341206680 -0.3598910381 16+ CD
## 1133 0.4334283136 0.301041096 -0.4052007540 16+ CD
## 1134 1.0816880868 1.081628816 -1.8336535287 16+ MW
## 1135 0.4870408027 0.503141004 -0.6433506264 16+ MW
## 1136 -0.1599803975 -0.342341182 -1.0907604014 16+ CD
## 1137 0.5684050311 0.451225431 -0.5657546269 16+ PC
## 1138 -0.7785148205 -1.141470178 -0.3261474125 16+ MW
## 1139 1.0446749254 0.642200574 -1.8173299782 16+ CD
## 1140 0.2244240513 0.173106291 0.8867761629 16+ PC
## 1141 1.1376360131 0.912903204 -1.7170990473 16+ PC
## 1142 0.2970139275 0.391893348 -0.6218278263 16+ MW
## 1143 1.0696061252 0.734906954 -1.5274749949 16+ AT
## 1144 0.4661536703 0.338123648 -1.0608152210 16+ CD
## 1145 -1.0464384853 -1.280529748 -1.3124531901 16+ MW
## 1146 0.7991811285 0.415997007 -1.7913278395 16+ AT
## 1147 1.0927376385 0.951839884 -0.9136007785 16+ CD
## 1148 0.1231329655 -0.095742211 -0.3423262884 16+ AT
## 1149 0.7708060202 0.838738100 0.1634708641 16+ AT
## 1150 0.0065001214 -0.140241273 -0.2172220663 16+ AT
## 1151 0.4408768517 0.415997007 -0.5145786983 16+ PC
## 1152 -0.2319301354 -0.355320075 0.1920664933 16+ PC
## 1153 -0.4185421549 -0.431339307 -0.6699721278 16+ PC
## 1154 0.3145891724 0.041463232 -1.7397274082 16+ MW
## 1155 -0.1376496883 -0.155074294 0.0344962453 16+ PC
## 1156 0.6766578051 0.664450105 -0.4750960106 16+ CD
## 1157 0.6434966086 0.191647567 -0.5146040730 16+ MW
## 1158 0.9200136180 0.953694011 0.3924412670 16+ AT
## 1159 2.0739189615 1.715740455 -0.4031240767 16+ SE
## 1160 -0.3622393611 -0.448026455 -0.2367076917 16+ AT
## 1161 2.0906445047 1.908569726 -1.0211793258 16+ SE
## 1162 0.3291961884 0.199064078 -0.5991464898 16+ CD
## 1163 0.8893408814 0.631075809 -1.0540398075 16+ CD
## 1164 -0.4221094419 -0.449880583 -1.1924762159 16+ SW
## 1165 0.2389959251 0.071129273 -1.2742274327 16+ NW
## 1166 0.1323625691 -0.138387146 -1.1337265972 16+ CD
## 1167 1.8096989900 1.966047681 -0.9305662233 16+ PC
## 1168 0.0678521770 -0.270030205 -1.2955100770 16+ SW
## 1169 -0.0175346500 -0.214406377 -0.5192222360 16+ CD
## 1170 -0.7008303556 -0.909704228 0.1729463184 16+ PC
## 1171 0.0321007269 -0.043826638 0.6647362331 16+ PC
## 1172 0.1494640069 -0.010452341 -0.7668565989 16+ SW
## 1173 -0.4781882273 -0.791040061 -1.2273815565 16+ SE
## 1174 0.7104283993 0.456787814 -0.5254581690 16+ CD
## 1175 -1.0020419412 -1.172990347 -0.0194473682 16+ NW
## 1176 1.2906052128 0.881383035 -1.6623469985 16+ AT
## 1177 1.6314499593 1.376435104 -0.2403556319 16+ SW
## 1178 0.6115264109 0.432684155 -0.5888566835 16+ AT
## 1179 -0.1813665896 -0.273738461 -0.0338693555 16+ SE
## 1180 1.1310673885 0.985214180 -1.5081028687 16+ AT
## 1181 -1.4573415860 -1.421443445 0.1828510447 16+ PC
## 1182 -1.3410718911 -1.347278341 1.6676734323 16+ NW
## 1183 0.0589766711 0.145294377 -0.7013280246 16+ PC
## 1184 0.6636008160 0.330707137 -1.7529228510 16+ SW
## 1185 0.0071730609 -0.288571481 -0.5204804503 16+ NW
## 1186 1.2561856604 1.185459961 -1.0858252940 16+ AT
## 1187 1.1991161042 0.692262020 -0.4383162054 16+ NW
## 1188 1.2353134394 1.204001237 -0.9223294378 16+ SE
## 1189 0.9095924959 0.720073934 0.1469900552 16+ SE
## 1190 -0.0617967917 -0.386840244 -0.4150212016 16+ AT
## 1191 2.6423049050 2.360976860 -1.6920839513 16+ SE
## 1192 0.7709104509 0.445663049 -1.5873679339 16+ CD
## 1193 1.2612910610 0.723782189 -1.5706732831 16+ CD
## 1194 -0.3243060013 -0.607481429 -1.1043798806 16+ SW
## 1195 0.1878234176 -0.003035831 -1.3140552459 16+ NW
## 1196 0.6995703207 0.467912580 -1.7009047835 16+ CD
## 1197 1.3140384949 1.248500300 -1.2083945040 16+ PC
## 1198 0.4214811054 0.054442125 -1.1044881072 16+ SW
## 1199 -0.3839735325 -0.603773173 -0.3254595008 16+ CD
## 1200 -0.2813693834 -0.700187809 -1.3097405194 16+ PC
## 1201 0.5846023408 0.249125523 -1.3495487967 16+ PC
## 1202 0.2765667427 -0.012306469 -1.2077943975 16+ SW
## 1203 -0.2291318333 -0.709458447 -1.4877712939 16+ SE
## 1204 1.5064592092 1.007463712 -1.4924778897 16+ CD
## 1205 -0.2738513803 -0.479546624 -0.4214451960 16+ NW
## 1206 1.7980090710 1.213271875 -2.1934700210 16+ AT
## 1207 1.6498708141 1.194730599 -1.6835479130 16+ SW
## 1208 0.7476919389 0.354810796 0.2867060721 16+ AT
## 1209 -0.3798619782 -0.711312574 -0.3063483654 16+ SE
## 1210 0.5781877785 0.417851135 -1.1716532857 16+ AT
## 1211 0.0945317827 0.054442125 -1.4593618960 16+ PC
## 1212 0.5806116834 0.493870366 1.1533351654 16+ NW
## 1213 0.3235494961 0.111920080 -0.9092229616 16+ PC
## 1214 0.0813891203 -0.275592588 -1.4856734541 16+ SW
## 1215 0.4244421077 0.280645692 0.0691525628 16+ NW
## 1216 2.2896082325 1.687928541 -1.6216583469 16+ AT
## 1217 0.6610879821 0.245417268 -0.6326949415 16+ NW
## 1218 1.2483549503 1.063087540 -1.3462735768 16+ SE
## 1219 0.7055396831 0.456787814 -0.2849879015 16+ SE
## 1220 1.5769898781 1.094607709 -0.9421609550 16+ AT
## 1221 1.5711221564 1.296707617 -1.0702408346 16+ SE
## 1222 0.4949577756 0.191647567 -1.8826435116 16+ CD
## 1223 1.7072014902 1.176189323 -2.1252786290 16+ CD
## 1224 0.0964496178 -0.364590713 -1.8409143956 16+ SW
## 1225 -0.0517152795 -0.168053187 -0.7653758276 16+ NW
## 1226 0.3522986968 0.167543908 -1.5450550023 16+ CD
## 1227 0.9871602517 1.115003113 -1.0487491828 16+ PC
## 1228 1.0695628081 0.575451981 -2.1319758929 16+ SW
## 1229 1.2000846088 0.922173842 -0.8644250811 16+ CD
## 1230 0.5704445044 0.115628336 -1.1062609761 16+ PC
## 1231 0.3730126220 0.173106291 -0.6542841909 16+ PC
## 1232 0.5447684497 0.349248413 -0.1990753390 16+ SW
## 1233 0.0505807944 -0.236655909 -1.1334464006 16+ SE
## 1234 0.3887636758 0.386330965 0.0262869189 16+ CD
## 1235 -0.1800649291 -0.409089775 -0.3404778576 16+ NW
## 1236 0.7962394995 0.414142879 -1.4057863235 16+ AT
## 1237 1.5109182176 1.102024219 -1.2675645690 16+ SW
## 1238 0.2115652071 -0.147657784 -0.1286919509 16+ AT
## 1239 -0.1145108976 -0.533316325 -0.6425109976 16+ SE
## 1240 0.2915090221 0.091524677 -0.6348051275 16+ AT
## 1241 -0.8313960388 -1.022806011 -1.0759428063 16+ PC
## 1242 1.2351789084 0.725636316 -0.6242093289 16+ NW
## 1243 1.5682039717 1.255916810 -1.5720239566 16+ PC
## 1244 -0.1216953556 -0.601919046 -1.9696063614 16+ SW
## 1245 0.6520663622 0.419705262 -0.3829949804 16+ NW
## 1246 1.5166321644 1.077920560 -2.0589517748 16+ AT
## 1247 0.5892415328 0.056296252 -1.4996634330 16+ NW
## 1248 1.3019884122 1.157648047 -1.2834524664 16+ SE
## 1249 0.2145581800 0.026630211 -0.3091968274 16+ SE
## 1250 -0.9929136175 -1.380652638 -1.7888547677 16+ AT
## 1251 0.6893895081 0.599555639 -0.5530148432 16+ SE
## 1252 1.7300380003 1.483974505 -1.3432465830 16+ CD
## 1253 1.9155108961 1.424642422 -1.7450270769 16+ CD
## 1254 -0.1113237187 -0.475838369 -1.4465375479 16+ SW
## 1255 0.0258828914 0.011797190 -1.3281412225 16+ NW
## 1256 0.7731047113 0.354810796 -1.9726237908 16+ CD
## 1257 1.6901738261 1.854800025 -1.5735955733 16+ PC
## 1258 0.2732254231 -0.038264255 -1.5604190915 16+ SW
## 1259 1.6254286932 1.496953398 -1.4753810093 16+ CD
## 1260 1.1710125398 0.914757332 -0.9275624386 16+ PC
## 1261 -0.5371098983 -0.735416233 -1.2538407002 16+ PC
## 1262 1.2559681595 1.077920560 -0.4645683539 16+ SW
## 1263 1.3478801173 1.033421498 -0.5918473492 16+ SE
## 1264 1.9381875365 1.506224036 -0.7006580717 16+ CD
## 1265 1.7816903501 1.383851615 -0.9091564676 16+ NW
## 1266 0.8680909812 0.558764832 -0.7174810188 16+ AT
## 1267 1.8106123871 1.283728724 -2.4316822730 16+ SW
## 1268 1.6107203793 1.378289232 -0.4092507203 16+ AT
## 1269 -0.2252680142 -0.561128239 -1.1958703232 16+ SE
## 1270 0.5845895219 0.289916330 -1.3642133626 16+ AT
## 1271 -1.7941394181 -2.007347767 -0.0684784791 16+ PC
## 1272 0.3922038661 0.186085184 -0.7851864296 16+ NW
## 1273 -0.0193327145 -0.216260505 -0.5225117027 16+ PC
## 1274 0.9935414176 0.414142879 -2.2762448337 16+ SW
## 1275 0.6709437530 0.556910705 -0.2399128286 16+ NW
## 1276 1.4034976018 0.922173842 -2.4095507140 16+ AT
## 1277 0.3802857624 -0.088325700 -1.7726720376 16+ NW
## 1278 1.4282668387 1.098315964 -1.4016460276 16+ SE
## 1279 0.4761776041 0.265812671 -1.1191419595 16+ SE
## 1280 -0.5180996246 -0.994994097 -1.4745862979 16+ AT
## 1281 0.3869237646 -0.016014724 -0.7995582824 16+ SE
## 1282 0.1766681463 0.097087060 -0.4874631909 16+ CD
## 1283 -0.4017870166 -0.792894189 -1.9270098340 16+ CD
## 1284 0.6158997409 0.288062203 -1.6376656096 16+ SW
## 1285 -0.4678947283 -0.651980491 -0.8039669606 16+ NW
## 1286 1.2166884770 0.797947293 -1.3392692265 16+ CD
## 1287 0.0842215720 0.310311734 0.0976897975 16+ PC
## 1288 -0.3017988770 -0.694625426 -1.0633812587 16+ SW
## 1289 1.2666256798 1.066795795 -1.3693042247 16+ CD
## 1290 1.5589563022 1.393122253 0.0361367246 16+ PC
## 1291 0.1046262749 -0.090179828 -1.8161406211 16+ PC
## 1292 1.3330445355 0.814634441 -1.0164331724 16+ SW
## 1293 1.0953116418 0.753448230 -2.0330945262 16+ SE
## 1294 2.3308306836 1.765801900 -2.1167606460 16+ CD
## 1295 2.2319941306 1.661970755 -1.0235214783 16+ NW
## 1296 1.2841106824 0.881383035 -1.3830177300 16+ AT
## 1297 1.0025466730 0.484599728 -1.8826207514 16+ SW
## 1298 1.9338486603 1.854800025 -1.1206403992 16+ AT
## 1299 1.2493805644 0.912903204 -0.5173550887 16+ NW
## 1300 0.3892086226 0.032192594 -1.5885891780 16+ SE
## 1301 0.4772757993 0.200918205 -1.2350029151 16+ AT
## 1302 -0.7481587288 -0.952349162 -0.1969444553 16+ PC
## 1303 1.1409799766 0.490162111 -1.7678538330 16+ NW
## 1304 0.6639420438 0.597701512 0.1764209947 16+ PC
## 1305 1.2208590049 0.569889598 -2.3590650762 16+ SW
## 1306 0.6239741278 0.301041096 -1.2953085322 16+ AT
## 1307 0.5827149927 0.265812671 -1.5109788754 16+ NW
## 1308 1.3415515496 1.070504050 -0.6574028464 16+ SE
## df$confIDEC df$confIDWC df$divIDAT df$divIDCD df$divIDMW df$divIDNW
## 439 1 0 0 1 0 0
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## 1308 0 1 0# Esecuzione di un test ANOVA
=======
# Esecuzione di un test ANOVA
>>>>>>> 04656a9c7b2908a8accb897f0fcd10c3de814acd
# Supponiamo che 'won' sia la variabile dipendente
anova(lm(df$won ~ df$divID, data=df))## Analysis of Variance Table
##
## Response: df$won
## Df Sum Sq Mean Sq F value Pr(>F)
## df$divID 6 2723 453.78 2.9782 0.006964 **
## Residuals 834 127077 152.37
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1# si rifiuta l'ipotesi perchè la variabile divisione ha un effetto sulle vittorie. Posso inserire a modello la variabile
linModNormalized1 <- lm(won ~ f1_z + f2_z + f3_z + f4_z + f5_z + divID, data = df)
summary(linModNormalized1)##
## Call:
## lm(formula = won ~ f1_z + f2_z + f3_z + f4_z + f5_z + divID,
## data = df)
##
## Residuals:
## Min 1Q Median 3Q Max
## -14.5087 -3.7310 -0.2418 3.2627 17.7887
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 41.0693 0.3623 113.356 < 2e-16 ***
## f1_z 2.7683 0.3338 8.294 4.39e-16 ***
## f2_z -2.5867 0.6410 -4.035 5.95e-05 ***
## f3_z -17.4386 1.0717 -16.273 < 2e-16 ***
## f4_z 8.6520 1.1528 7.505 1.58e-13 ***
## f5_z -12.5564 0.2730 -45.998 < 2e-16 ***
## divIDCD -0.3150 0.4995 -0.631 0.5285
## divIDMW -0.6553 0.5318 -1.232 0.2182
## divIDNW -1.7753 1.0766 -1.649 0.0995 .
## divIDPC 0.7862 0.5098 1.542 0.1234
## divIDSE -1.8621 1.0808 -1.723 0.0853 .
## divIDSW 2.1069 1.0993 1.917 0.0556 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 4.945 on 829 degrees of freedom
## Multiple R-squared: 0.8438, Adjusted R-squared: 0.8418
## F-statistic: 407.2 on 11 and 829 DF, p-value: < 2.2e-16#EFFETTI INTERAZIONE
linModNormalized1 <- lm(won ~ f1_z + f2_z + f3_z + f4_z + f5_z + divID + f1_z:f2_z + f4_z:divID, data = df)
summary(linModNormalized1)##
## Call:
## lm(formula = won ~ f1_z + f2_z + f3_z + f4_z + f5_z + divID +
## f1_z:f2_z + f4_z:divID, data = df)
##
## Residuals:
## Min 1Q Median 3Q Max
## -14.7588 -3.5284 -0.1167 3.2668 16.8359
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 40.7756 0.3810 107.009 < 2e-16 ***
## f1_z 2.6552 0.3340 7.950 6.16e-15 ***
## f2_z -2.6926 0.6397 -4.209 2.84e-05 ***
## f3_z -17.6878 1.0989 -16.096 < 2e-16 ***
## f4_z 8.2411 1.2243 6.731 3.15e-11 ***
## f5_z -12.5192 0.2729 -45.872 < 2e-16 ***
## divIDCD -0.2156 0.4998 -0.431 0.66630
## divIDMW -0.4261 0.5348 -0.797 0.42582
## divIDNW -1.7830 1.0962 -1.626 0.10423
## divIDPC 0.8067 0.5097 1.583 0.11384
## divIDSE -1.7857 1.2263 -1.456 0.14575
## divIDSW 2.2319 1.1597 1.925 0.05462 .
## f1_z:f2_z -0.4993 0.1764 -2.831 0.00475 **
## f4_z:divIDCD 1.1625 0.5271 2.205 0.02770 *
## f4_z:divIDMW 1.4944 0.4977 3.003 0.00276 **
## f4_z:divIDNW 1.7033 1.5238 1.118 0.26395
## f4_z:divIDPC 0.4753 0.4939 0.962 0.33614
## f4_z:divIDSE 0.3874 1.2052 0.321 0.74795
## f4_z:divIDSW -0.2418 1.6248 -0.149 0.88176
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 4.911 on 822 degrees of freedom
## Multiple R-squared: 0.8473, Adjusted R-squared: 0.844
## F-statistic: 253.4 on 18 and 822 DF, p-value: < 2.2e-16# f4 è indicatore che cresce all'aumentare dei rimbalzi ottenuti e diminuisce all'aumentare dei rimbalzi subiti.
# Interazione tra f4 e la divisione non è significativa, contrariamente al fatto che invece interazione tra f1 e f2 è significativo
# AGGIORNAMENTO Del modello lineare togliendo la seconda interazione
linModNormalized2 <- lm(won ~ f1_z + f2_z + f3_z + f4_z + f5_z + divID + f1_z:f2_z, data = df)#test F, significatività singoli coefficienti, R^2
summary(linModNormalized2)##
## Call:
## lm(formula = won ~ f1_z + f2_z + f3_z + f4_z + f5_z + divID +
## f1_z:f2_z, data = df)
##
## Residuals:
## Min 1Q Median 3Q Max
## -14.3485 -3.6885 -0.2249 3.0529 18.2413
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 40.7526 0.3810 106.955 < 2e-16 ***
## f1_z 2.7181 0.3332 8.158 1.26e-15 ***
## f2_z -2.6976 0.6402 -4.214 2.79e-05 ***
## f3_z -17.8375 1.0789 -16.533 < 2e-16 ***
## f4_z 9.1576 1.1651 7.860 1.20e-14 ***
## f5_z -12.5511 0.2720 -46.136 < 2e-16 ***
## divIDCD -0.1705 0.5009 -0.340 0.73363
## divIDMW -0.4737 0.5345 -0.886 0.37582
## divIDNW -1.5260 1.0772 -1.417 0.15696
## divIDPC 0.8806 0.5094 1.729 0.08422 .
## divIDSE -1.8421 1.0771 -1.710 0.08760 .
## divIDSW 2.1476 1.0956 1.960 0.05032 .
## f1_z:f2_z -0.4492 0.1727 -2.601 0.00946 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 4.928 on 828 degrees of freedom
## Multiple R-squared: 0.8451, Adjusted R-squared: 0.8429
## F-statistic: 376.4 on 12 and 828 DF, p-value: < 2.2e-16#Nel complesso, il modello sembra ben adattato ai dati, spiegando una parte significativa della variazione nelle vittorie delle squadre di pallacanestro. La significatività delle variabili derivate (f1_z, f2_z, f3_z, f4_z, f5_z) e delle variabili dummy divID suggerisce che questi fattori sono importanti nella predizione del numero di vittorie. Il termine di interazione f1_z:f2_z è significativo, indicando che c'è un effetto sinergico tra le variabili f1_z e f2_z nella loro influenza sul numero di vittorie.Può aiutare l’uso della POISSON?
linModNormalized2_pois = glm(won ~ f1_z + f2_z + f3_z + f4_z + f5_z + divID + f1_z:f2_z, family=poisson(link=log), data = df)
summary(linModNormalized2_pois)##
## Call:
## glm(formula = won ~ f1_z + f2_z + f3_z + f4_z + f5_z + divID +
## f1_z:f2_z, family = poisson(link = log), data = df)
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 3.673408 0.012235 300.247 < 2e-16 ***
## f1_z 0.056118 0.010780 5.206 1.93e-07 ***
## f2_z -0.088471 0.020809 -4.252 2.12e-05 ***
## f3_z -0.507549 0.036027 -14.088 < 2e-16 ***
## f4_z 0.298790 0.038518 7.757 8.68e-15 ***
## f5_z -0.326690 0.009074 -36.002 < 2e-16 ***
## divIDCD -0.007013 0.015957 -0.440 0.6603
## divIDMW -0.028657 0.017160 -1.670 0.0949 .
## divIDNW -0.036591 0.035179 -1.040 0.2983
## divIDPC 0.008163 0.016123 0.506 0.6127
## divIDSE -0.038462 0.035741 -1.076 0.2819
## divIDSW 0.042715 0.032817 1.302 0.1931
## f1_z:f2_z -0.010771 0.005525 -1.950 0.0512 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for poisson family taken to be 1)
##
## Null deviance: 3362.04 on 840 degrees of freedom
## Residual deviance: 595.35 on 828 degrees of freedom
## AIC: 5248.2
##
## Number of Fisher Scoring iterations: 4normal = coefficients(linModNormalized2)
poisson = exp(coefficients(linModNormalized2_pois))
cbind(normal, poisson)## normal poisson
## (Intercept) 40.7526017 39.3858990
## f1_z 2.7180646 1.0577226
## f2_z -2.6975972 0.9153300
## f3_z -17.8374742 0.6019693
## f4_z 9.1575970 1.3482271
## f5_z -12.5510548 0.7213074
## divIDCD -0.1705107 0.9930112
## divIDMW -0.4736569 0.9717494
## divIDNW -1.5259888 0.9640706
## divIDPC 0.8805990 1.0081959
## divIDSE -1.8421079 0.9622686
## divIDSW 2.1475512 1.0436400
## f1_z:f2_z -0.4492010 0.9892864#Considerazioni Generali:
#È importante notare che gli effetti delle variabili possono essere interpretati in modo diverso a seconda della distribuzione scelta per il modello. La scelta tra distribuzione normale e di Poisson dipende dalla natura della tua variabile dipendente e dai tuoi obiettivi di modellazione. Nel contesto di modelli di regressione, è sempre buona pratica verificare l'adeguatezza del modello esaminando i residui, eseguendo test diagnostici e valutando la bontà di adattamento. L'interpretazione dei coefficienti dovrebbe essere fatta considerando la scala appropriata per la distribuzione utilizzata (lineare per la normale, logaritmica per la Poisson). Se stai cercando di prevedere il numero di vittorie, la distribuzione di Poisson potrebbe essere più appropriata per variabili conteggio come questa. Tuttavia, è sempre necessario verificare l'adeguatezza del modello ai dati specifici.